
R version 2.11.1 (2010-05-31)
Copyright (C) 2010 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

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> # compare with ~/xchg/Match/cem/a1lalonde_nocaliper.R, except with estimand=ATT
> 
> #add in machine learning algorithms, from ~/xchg/genmatch_paper/LeeLesslerStaurt/R/simsA1.nobs1000.R
> 
> #the truth for lalonde, regression model
> 
> #compare with lapo:~/xchg/Match/GenMatch/mc1/lalonde3matching1.Rout
> 
> source("../LeeLesslerStaurt/R/pscore_estimation_core1.R")
Loading required package: gbm
Loading required package: survival
Loading required package: splines
Loading required package: lattice
Loaded gbm 1.6-3.1 
Loading required package: survey

Attaching package: 'survey'

The following object(s) are masked from 'package:graphics':

    dotchart

Loading required package: xtable
Loading required package: MASS
Loading required package: mlbench
Loading required package: nnet
Loading required package: class

Attaching package: 'ipred'

The following object(s) are masked from 'package:survey':

    cv

randomForest 4.5-36
Type rfNews() to see new features/changes/bug fixes.
> library(Matching)
Loading required package: rgenoud
##  rgenoud (Version 5.6-7, Build Date: 2010-06-01)
##  See http://sekhon.berkeley.edu/rgenoud for additional documentation.
## 
##  Matching (Version 4.7-10, Build Date: 2010/08/13)
##  See http://sekhon.berkeley.edu/matching for additional documentation.
##  Please cite software as:
##   Jasjeet S. Sekhon. Forthcoming. ``Multivariate and Propensity Score Matching
##   Software with Automated Balance Optimization: The Matching package for R.''
##   Journal of Statistical Software. 
##
> data(lalonde)
> 
> sims <- 1000
> estimand <- "ATT"
> obs <- nrow(lalonde)
> 
> #Run Seed
> set.seed(47191)
> 
> attach(lalonde)
> propensity  <- glm(treat~ I(age^2) + I(educ^2) + black +
+                    hisp + married + nodegr + I(re74^2) + I(re75^2) +
+                    u74 + u75, family=binomial, data=lalonde)
> 
> X <- cbind(rep(1, length(treat)),
+            propensity$linear.pred,
+            I(log(age)^2),
+            I(log(educ)^2),
+            I(log(re74+0.01)^2),
+            I(log(re75+0.01)^2))
> 
> propensity.coeffs <- propensity$coeff
> propensity.coeffs <- as.matrix(c(
+                                  1+00,  #(Intercept)        
+                                  .5,    #linear.pred
+                                  .01, #age
+                                  -.3,  #educ
+                                  -0.01, #I(re74^2)          
+                                  0.01   #I(re75^2)          
+                                  ))
> 
> mu = X %*% propensity.coeffs
> Tr.pred <- exp(mu)/(1+exp(mu))
> #print(summary(Tr.pred))
> 
> TreatmentEffect <- 1000
> TreatmentReal <- matrix(nrow=obs, ncol=1)
> 
> #return objects
> raw <- matrix(nrow=sims)
> correct.est.bias <- matrix(nrow=sims)
> correct.est.nobias <- matrix(nrow=sims)
> est.bias <- matrix(nrow=sims)
> est.nobias <- matrix(nrow=sims)
> iv.est.bias <- matrix(nrow=sims)
> iv.est.nobias <- matrix(nrow=sims)
> ps.est.bias <- matrix(nrow=sims)
> ps.est.nobias <- matrix(nrow=sims)
> psmh.est.bias <- matrix(nrow=sims)
> psmh.est.nobias <- matrix(nrow=sims)
> 
> 
> boosting.pscore <- vector("list",sims)
> boosting.desc <- vector("list",sims)
> boosting.est <- matrix(0, nrow=sims, ncol=1)
> boosting.nSE <- matrix(0, nrow=sims, ncol=1)
> boosting.aiSE <- matrix(0, nrow=sims, ncol=1)
> 
> forest.pscore <- vector("list",sims)
> forest.est <- matrix(0, nrow=sims, ncol=1)
> forest.nSE <- matrix(0, nrow=sims, ncol=1)
> forest.aiSE <- matrix(0, nrow=sims, ncol=1)
> 
> nnet.pscore <- vector("list",sims)
> nnet.est <- matrix(0, nrow=sims, ncol=1)
> nnet.nSE <- matrix(0, nrow=sims, ncol=1)
> nnet.aiSE <- matrix(0, nrow=sims, ncol=1)
> 
> 
> results <- function(s)
+   {
+ 
+     
+     cat("\n")
+     
+   }
> 
> #load simulation data
> load(file="RData.mc2.data1")
> 
> count <- 0
> for (s in 1:sims)
+   {
+ 
+     cat("\nS:", s, "\n")
+     count <-  count+1
+ 
+     TreatmentReal <-  sims.data[[s]][,2]
+     Y <- sims.data[[s]][,1]
+ 
+     raw[s] = mean(Y[TreatmentReal==1])-mean(Y[TreatmentReal==0]) - TreatmentEffect
+     cat("raw[",s,"]:", raw[s], "\n")
+     cat("RAW bias",s,":",mean(raw[1:s]), "\n")
+     cat("RAW RMSE",s,":", sqrt(mean(raw[1:s]^2)), "\n")        
+ 
+     Xtmp = cbind(age, educ, black, hisp, married, nodegr, re74, re75, u74, u75)
+     n1 <- nnet(x=Xtmp, y=TreatmentReal, size=40, trace=FALSE)
+     nnet.pscore[[s]] <- n1$fitted.values
+     
+     m1 <- Match(Y=Y, Tr=TreatmentReal, X=Xtmp, estimand="ATT", M=1)
+     nnet.est[s] <-  m1$est-TreatmentEffect
+     nnet.nSE[s] <- m1$se.standard
+     nnet.aiSE[s] <- m1$se
+ 
+     cat("\nnnet",s,":",nnet.est[s],"\n")
+     if(s>1)
+       {
+         cat("nnet mean",s,":",mean(nnet.est[1:s]),"\n")
+         rmse <- sqrt(mean((nnet.est[1:s])^2))
+         cat("nnet RMSE",s,":",rmse,"\n")
+       }
+ 
+     #Random Forest
+     ps1 <- 1
+     while (max(ps1)> .999) {
+ #      gc(verbose=TRUE)
+       fps.model <- randomForest(as.factor(TreatmentReal) ~ age+educ+black+hisp+married+nodegr+re74+re75+u74+u75)
+       ps1 <- fps.model$votes[, 2]
+     }
+     
+     forest.pscore[[s]] <- ps1
+ 
+     m1 <- Match(Y=Y, Tr=TreatmentReal, X=ps1, estimand="ATT", M=1)
+     forest.est[s] <-  m1$est-TreatmentEffect
+     forest.nSE[s] <- m1$se.standard
+     forest.aiSE[s] <- m1$se
+ 
+     cat("\nforest",s,":",forest.est[s],"\n")
+     if(s>1)
+       {
+         cat("forest mean",s,":",mean(forest.est[1:s]),"\n")
+         rmse <- sqrt(mean((forest.est[1:s])^2))
+         cat("forest RMSE",s,":",rmse,"\n")
+       }
+ 
+     #boosting!
+     sdta <- as.data.frame(cbind(TreatmentReal,age,educ,black,hisp,married,nodegr,re74,re75,u74,u75))
+     ps.model <- ps(TreatmentReal ~ age+educ+black+hisp+married+nodegr+re74+re75+u74+u75,
+                    data=sdta, title="none", stop.method=stop.methods["ks.stat.mean"],
+                    plots="none", pdf.plots=F, n.trees=20000, interaction.depth=4,
+                    shrinkage=0.0005, verbose=FALSE)
+ 
+     boosting.pscore[[s]] <- ps.model$ps
+     boosting.desc[[s]] <- ps.model$desc
+ 
+     m1 <- Match(Y=Y, Tr=TreatmentReal, X=ps.model$ps, estimand="ATT", M=1)
+     boosting.est[s] <-  m1$est-TreatmentEffect
+     boosting.nSE[s] <- m1$se.standard
+     boosting.aiSE[s] <- m1$se
+ 
+     cat("\nboosting",s,":",boosting.est[s],"\n")
+     if(s>1)
+       {
+         cat("boosting mean",s,":",mean(boosting.est[1:s]),"\n")
+         rmse <- sqrt(mean((boosting.est[1:s])^2))
+         cat("boosting RMSE",s,":",rmse,"\n")
+       }    
+     
+     if (count==100)
+       {
+         results(s)
+         count <-  0
+         save.image(file="RDATA.mc2.machine1")
+       }
+   } #end of sims

S: 1 
raw[ 1 ]: 1803.825 
RAW bias 1 : 1803.825 
RAW RMSE 1 : 1803.825 

nnet 1 : 856.2215 

forest 1 : 797.4308 

boosting 1 : 2334.301 

S: 2 
raw[ 2 ]: -3601.795 
RAW bias 2 : -898.985 
RAW RMSE 2 : 2848.395 

nnet 2 : 30.35779 
nnet mean 2 : 443.2896 
nnet RMSE 2 : 605.8204 

forest 2 : -895.9449 
forest mean 2 : -49.25705 
forest RMSE 2 : 848.1194 

boosting 2 : 1734.820 
boosting mean 2 : 2034.561 
boosting RMSE 2 : 2056.522 

S: 3 
raw[ 3 ]: -266.5059 
RAW bias 3 : -688.1586 
RAW RMSE 3 : 2330.789 

nnet 3 : 21.92666 
nnet mean 3 : 302.8353 
nnet RMSE 3 : 494.8123 

forest 3 : 559.5187 
forest mean 3 : 153.6682 
forest RMSE 3 : 764.1279 

boosting 3 : -494.9215 
boosting mean 3 : 1191.4 
boosting RMSE 3 : 1703.282 

S: 4 
raw[ 4 ]: -1863.410 
RAW bias 4 : -981.9716 
RAW RMSE 4 : 2223.176 

nnet 4 : 896.5594 
nnet mean 4 : 451.2663 
nnet RMSE 4 : 620.1484 

forest 4 : -1454.784 
forest mean 4 : -248.4449 
forest RMSE 4 : 983.3707 

boosting 4 : 428.2004 
boosting mean 4 : 1000.600 
boosting RMSE 4 : 1490.542 

S: 5 
raw[ 5 ]: -1170.723 
RAW bias 5 : -1019.722 
RAW RMSE 5 : 2056.241 

nnet 5 : -440.5007 
nnet mean 5 : 272.9129 
nnet RMSE 5 : 588.6217 

forest 5 : -2567.946 
forest mean 5 : -712.3451 
forest RMSE 5 : 1446.542 

boosting 5 : -2811.851 
boosting mean 5 : 238.1098 
boosting RMSE 5 : 1832.669 

S: 6 
raw[ 6 ]: 372.0644 
RAW bias 6 : -787.7574 
RAW RMSE 6 : 1883.218 

nnet 6 : 547.8594 
nnet mean 6 : 318.7373 
nnet RMSE 6 : 582.0262 

forest 6 : -4049.409 
forest mean 6 : -1268.522 
forest RMSE 6 : 2115.819 

boosting 6 : 2989.271 
boosting mean 6 : 696.6367 
boosting RMSE 6 : 2070.794 

S: 7 
raw[ 7 ]: 9.550038 
RAW bias 7 : -673.8563 
RAW RMSE 7 : 1743.525 

nnet 7 : 65.51267 
nnet mean 7 : 282.5624 
nnet RMSE 7 : 539.4202 

forest 7 : -1701.812 
forest mean 7 : -1330.421 
forest RMSE 7 : 2061.771 

boosting 7 : 1724.391 
boosting mean 7 : 843.4588 
boosting RMSE 7 : 2024.939 

S: 8 
raw[ 8 ]: 1628.586 
RAW bias 8 : -386.051 
RAW RMSE 8 : 1729.575 

nnet 8 : 698.8261 
nnet mean 8 : 334.5953 
nnet RMSE 8 : 561.8248 

forest 8 : 2940.467 
forest mean 8 : -796.5599 
forest RMSE 8 : 2190.966 

boosting 8 : 2021.359 
boosting mean 8 : 990.6963 
boosting RMSE 8 : 2024.492 

S: 9 
raw[ 9 ]: -1350.092 
RAW bias 9 : -493.1667 
RAW RMSE 9 : 1691.620 

nnet 9 : 953.9108 
nnet mean 9 : 403.4082 
nnet RMSE 9 : 617.8028 

forest 9 : -2506.108 
forest mean 9 : -986.5096 
forest RMSE 9 : 2228.184 

boosting 9 : 672.3525 
boosting mean 9 : 955.3248 
boosting RMSE 9 : 1921.822 

S: 10 
raw[ 10 ]: -1247.979 
RAW bias 10 : -568.6479 
RAW RMSE 10 : 1652.624 

nnet 10 : -437.1738 
nnet mean 10 : 319.35 
nnet RMSE 10 : 602.183 

forest 10 : -539.7178 
forest mean 10 : -941.8304 
forest RMSE 10 : 2120.720 

boosting 10 : 2016.806 
boosting mean 10 : 1061.473 
boosting RMSE 10 : 1931.530 

S: 11 
raw[ 11 ]: -408.9863 
RAW bias 11 : -554.1332 
RAW RMSE 11 : 1580.533 

nnet 11 : 799.5284 
nnet mean 11 : 363.0026 
nnet RMSE 11 : 622.7132 

forest 11 : -610.0266 
forest mean 11 : -911.6665 
forest RMSE 11 : 2030.375 

boosting 11 : 1206.085 
boosting mean 11 : 1074.619 
boosting RMSE 11 : 1877.201 

S: 12 
raw[ 12 ]: 751.1066 
RAW bias 12 : -445.3632 
RAW RMSE 12 : 1528.700 

nnet 12 : 1092.416 
nnet mean 12 : 423.787 
nnet RMSE 12 : 674.4666 

forest 12 : 694.5989 
forest mean 12 : -777.811 
forest RMSE 12 : 1954.25 

boosting 12 : 1900.491 
boosting mean 12 : 1143.442 
boosting RMSE 12 : 1879.153 

S: 13 
raw[ 13 ]: -847.0738 
RAW bias 13 : -476.2641 
RAW RMSE 13 : 1487.399 

nnet 13 : 58.80833 
nnet mean 13 : 395.7117 
nnet RMSE 13 : 648.2118 

forest 13 : 142.0730 
forest mean 13 : -707.0507 
forest RMSE 13 : 1877.996 

boosting 13 : 1606.833 
boosting mean 13 : 1179.088 
boosting RMSE 13 : 1859.622 

S: 14 
raw[ 14 ]: -512.3916 
RAW bias 14 : -478.8446 
RAW RMSE 14 : 1439.820 

nnet 14 : 153.853 
nnet mean 14 : 378.4361 
nnet RMSE 14 : 625.9845 

forest 14 : -1329.224 
forest mean 14 : -751.4917 
forest RMSE 14 : 1844.221 

boosting 14 : 3997.697 
boosting mean 14 : 1380.417 
boosting RMSE 14 : 2086.318 

S: 15 
raw[ 15 ]: 551.7671 
RAW bias 15 : -410.1372 
RAW RMSE 15 : 1398.275 

nnet 15 : 85.96492 
nnet mean 15 : 358.938 
nnet RMSE 15 : 605.1656 

forest 15 : -1260.583 
forest mean 15 : -785.431 
forest RMSE 15 : 1811.173 

boosting 15 : -306.2927 
boosting mean 15 : 1267.969 
boosting RMSE 15 : 2017.125 

S: 16 
raw[ 16 ]: -971.2667 
RAW bias 16 : -445.2078 
RAW RMSE 16 : 1375.476 

nnet 16 : 605.1305 
nnet mean 16 : 374.3251 
nnet RMSE 16 : 605.1634 

forest 16 : -1063.827 
forest mean 16 : -802.8308 
forest RMSE 16 : 1773.713 

boosting 16 : 335.8444 
boosting mean 16 : 1209.712 
boosting RMSE 16 : 1954.877 

S: 17 
raw[ 17 ]: -2176.545 
RAW bias 17 : -547.0511 
RAW RMSE 17 : 1435.030 

nnet 17 : -564.1414 
nnet mean 17 : 319.1212 
nnet RMSE 17 : 602.8277 

forest 17 : -2128.549 
forest mean 17 : -880.8142 
forest RMSE 17 : 1796.527 

boosting 17 : 1545.963 
boosting mean 17 : 1229.491 
boosting RMSE 17 : 1933.219 

S: 18 
raw[ 18 ]: -1876.788 
RAW bias 18 : -620.9254 
RAW RMSE 18 : 1463.076 

nnet 18 : 334.0039 
nnet mean 18 : 319.948 
nnet RMSE 18 : 591.1091 

forest 18 : -3750.487 
forest mean 18 : -1040.241 
forest RMSE 18 : 1956.951 

boosting 18 : 1973.077 
boosting mean 18 : 1270.801 
boosting RMSE 18 : 1935.455 

S: 19 
raw[ 19 ]: -2045.843 
RAW bias 19 : -695.921 
RAW RMSE 19 : 1499.405 

nnet 19 : -392.8786 
nnet mean 19 : 282.4308 
nnet RMSE 19 : 582.3605 

forest 19 : -191.4576 
forest mean 19 : -995.5677 
forest RMSE 19 : 1905.262 

boosting 19 : 1524.636 
boosting mean 19 : 1284.161 
boosting RMSE 19 : 1916.03 

S: 20 
raw[ 20 ]: -2724.117 
RAW bias 20 : -797.3309 
RAW RMSE 20 : 1583.302 

nnet 20 : 462.4787 
nnet mean 20 : 291.4332 
nnet RMSE 20 : 576.9583 

forest 20 : -2753.071 
forest mean 20 : -1083.443 
forest RMSE 20 : 1956.398 

boosting 20 : 1752.122 
boosting mean 20 : 1307.559 
boosting RMSE 20 : 1908.169 

S: 21 
raw[ 21 ]: 990.9006 
RAW bias 21 : -712.177 
RAW RMSE 21 : 1560.202 

nnet 21 : 378.8632 
nnet mean 21 : 295.5965 
nnet RMSE 21 : 569.091 

forest 21 : -404.1248 
forest mean 21 : -1051.094 
forest RMSE 21 : 1911.285 

boosting 21 : -370.7821 
boosting mean 21 : 1227.638 
boosting RMSE 21 : 1863.939 

S: 22 
raw[ 22 ]: -1183.809 
RAW bias 22 : -733.6148 
RAW RMSE 22 : 1545.083 

nnet 22 : 544.6515 
nnet mean 22 : 306.9172 
nnet RMSE 22 : 568.0029 

forest 22 : 925.6313 
forest mean 22 : -961.2432 
forest RMSE 22 : 1877.74 

boosting 22 : 2343.814 
boosting mean 22 : 1278.373 
boosting RMSE 22 : 1888.399 

S: 23 
raw[ 23 ]: 1275.128 
RAW bias 23 : -646.2782 
RAW RMSE 23 : 1534.334 

nnet 23 : 70.2362 
nnet mean 23 : 296.6267 
nnet RMSE 23 : 555.7108 

forest 23 : -1470.067 
forest mean 23 : -983.366 
forest RMSE 23 : 1861.872 

boosting 23 : 731.8446 
boosting mean 23 : 1254.611 
boosting RMSE 23 : 1853.184 

S: 24 
raw[ 24 ]: -523.683 
RAW bias 24 : -641.17 
RAW RMSE 24 : 1505.828 

nnet 24 : 363.1157 
nnet mean 24 : 299.3971 
nnet RMSE 24 : 549.0366 

forest 24 : -833.7139 
forest mean 24 : -977.1305 
forest RMSE 24 : 1830.598 

boosting 24 : 3233.166 
boosting mean 24 : 1337.051 
boosting RMSE 24 : 1930.48 

S: 25 
raw[ 25 ]: -483.9256 
RAW bias 25 : -634.8803 
RAW RMSE 25 : 1478.575 

nnet 25 : 282.7228 
nnet mean 25 : 298.7301 
nnet RMSE 25 : 540.9074 

forest 25 : -970.8143 
forest mean 25 : -976.8779 
forest RMSE 25 : 1804.091 

boosting 25 : 4007.395 
boosting mean 25 : 1443.865 
boosting RMSE 25 : 2054.277 

S: 26 
raw[ 26 ]: -2729.367 
RAW bias 26 : -715.4374 
RAW RMSE 26 : 1545.515 

nnet 26 : -192.4422 
nnet mean 26 : 279.8389 
nnet RMSE 26 : 531.7444 

forest 26 : -1242.317 
forest mean 26 : -987.087 
forest RMSE 26 : 1785.755 

boosting 26 : 2173.283 
boosting mean 26 : 1471.919 
boosting RMSE 26 : 2058.981 

S: 27 
raw[ 27 ]: 1371.102 
RAW bias 27 : -638.1582 
RAW RMSE 27 : 1539.408 

nnet 27 : 1373.843 
nnet mean 27 : 320.3576 
nnet RMSE 27 : 584.9659 

forest 27 : 1880.923 
forest mean 27 : -880.8645 
forest RMSE 27 : 1789.370 

boosting 27 : 1380.659 
boosting mean 27 : 1468.539 
boosting RMSE 27 : 2037.888 

S: 28 
raw[ 28 ]: 545.9193 
RAW bias 28 : -595.8697 
RAW RMSE 28 : 1515.185 

nnet 28 : 726.7907 
nnet mean 28 : 334.873 
nnet RMSE 28 : 590.6178 

forest 28 : -1237.828 
forest mean 28 : -893.6131 
forest RMSE 28 : 1772.63 

boosting 28 : 744.2542 
boosting mean 28 : 1442.672 
boosting RMSE 28 : 2006.103 

S: 29 
raw[ 29 ]: -1549.296 
RAW bias 29 : -628.7465 
RAW RMSE 29 : 1516.374 

nnet 29 : 179.7305 
nnet mean 29 : 329.5233 
nnet RMSE 29 : 581.3043 

forest 29 : -1275.925 
forest mean 29 : -906.7963 
forest RMSE 29 : 1757.84 

boosting 29 : 1126.421 
boosting mean 29 : 1431.767 
boosting RMSE 29 : 1982.279 

S: 30 
raw[ 30 ]: -301.5223 
RAW bias 30 : -617.839 
RAW RMSE 30 : 1491.903 

nnet 30 : 238.8387 
nnet mean 30 : 326.5005 
nnet RMSE 30 : 573.1948 

forest 30 : 1400.550 
forest mean 30 : -829.8848 
forest RMSE 30 : 1747.108 

boosting 30 : 1461.320 
boosting mean 30 : 1432.752 
boosting RMSE 30 : 1967.137 

S: 31 
raw[ 31 ]: -439.472 
RAW bias 31 : -612.0852 
RAW RMSE 31 : 1469.764 

nnet 31 : 584.4495 
nnet mean 31 : 334.8214 
nnet RMSE 31 : 573.5613 

forest 31 : -380.8964 
forest mean 31 : -815.4013 
forest RMSE 31 : 1720.059 

boosting 31 : 2713.683 
boosting mean 31 : 1474.072 
boosting RMSE 31 : 1995.583 

S: 32 
raw[ 32 ]: -85.58688 
RAW bias 32 : -595.6322 
RAW RMSE 32 : 1446.695 

nnet 32 : 385.2669 
nnet mean 32 : 336.3978 
nnet RMSE 32 : 568.6217 

forest 32 : 1790.287 
forest mean 32 : -733.9735 
forest RMSE 32 : 1722.297 

boosting 32 : 3724.952 
boosting mean 32 : 1544.412 
boosting RMSE 32 : 2071.595 

S: 33 
raw[ 33 ]: -1729.266 
RAW bias 33 : -629.9847 
RAW RMSE 33 : 1456.064 

nnet 33 : -386.3227 
nnet mean 33 : 314.4972 
nnet RMSE 33 : 563.964 

forest 33 : -2726.840 
forest mean 33 : -794.3634 
forest RMSE 33 : 1761.176 

boosting 33 : 2730.035 
boosting mean 33 : 1580.340 
boosting RMSE 33 : 2094.591 

S: 34 
raw[ 34 ]: -2058.48 
RAW bias 34 : -671.9993 
RAW RMSE 34 : 1477.293 

nnet 34 : 516.9659 
nnet mean 34 : 320.4522 
nnet RMSE 34 : 562.6377 

forest 34 : -1086.847 
forest mean 34 : -802.9659 
forest RMSE 34 : 1745.066 

boosting 34 : 657.635 
boosting mean 34 : 1553.202 
boosting RMSE 34 : 2066.638 

S: 35 
raw[ 35 ]: 915.5263 
RAW bias 35 : -626.6414 
RAW RMSE 35 : 1464.236 

nnet 35 : 571.0794 
nnet mean 35 : 327.6129 
nnet RMSE 35 : 562.8807 

forest 35 : 1262.292 
forest mean 35 : -743.9585 
forest RMSE 35 : 1733.14 

boosting 35 : -258.1570 
boosting mean 35 : 1501.449 
boosting RMSE 35 : 2037.368 

S: 36 
raw[ 36 ]: 1457.31 
RAW bias 36 : -568.7538 
RAW RMSE 36 : 1464.044 

nnet 36 : 564.5679 
nnet mean 36 : 334.195 
nnet RMSE 36 : 562.9276 

forest 36 : 710.3912 
forest mean 36 : -703.5599 
forest RMSE 36 : 1712.996 

boosting 36 : 3001.209 
boosting mean 36 : 1543.109 
boosting RMSE 36 : 2070.21 

S: 37 
raw[ 37 ]: 1429.436 
RAW bias 37 : -514.7487 
RAW RMSE 37 : 1463.120 

nnet 37 : 1609.342 
nnet mean 37 : 368.6584 
nnet RMSE 37 : 615.0792 

forest 37 : 2059.107 
forest mean 37 : -628.8933 
forest RMSE 37 : 1723.264 

boosting 37 : 4529.202 
boosting mean 37 : 1623.814 
boosting RMSE 37 : 2173.560 

S: 38 
raw[ 38 ]: 804.3331 
RAW bias 38 : -480.036 
RAW RMSE 38 : 1449.624 

nnet 38 : 1092.066 
nnet mean 38 : 387.6955 
nnet RMSE 38 : 632.2586 

forest 38 : 759.2039 
forest mean 38 : -592.3644 
forest RMSE 38 : 1704.893 

boosting 38 : -9292.445 
boosting mean 38 : 1336.544 
boosting RMSE 38 : 2621.525 

S: 39 
raw[ 39 ]: -1979.594 
RAW bias 39 : -518.4862 
RAW RMSE 39 : 1465.609 

nnet 39 : -393.817 
nnet mean 39 : 367.6567 
nnet RMSE 39 : 627.278 

forest 39 : -3321.758 
forest mean 39 : -662.3488 
forest RMSE 39 : 1764.952 

boosting 39 : 2248.062 
boosting mean 39 : 1359.916 
boosting RMSE 39 : 2612.616 

S: 40 
raw[ 40 ]: -470.343 
RAW bias 40 : -517.2827 
RAW RMSE 40 : 1449.082 

nnet 40 : 656.7634 
nnet mean 40 : 374.8844 
nnet RMSE 40 : 628.032 

forest 40 : -801.2445 
forest mean 40 : -665.8212 
forest RMSE 40 : 1747.349 

boosting 40 : 3328.006 
boosting mean 40 : 1409.119 
boosting RMSE 40 : 2632.871 

S: 41 
raw[ 41 ]: 645.3571 
RAW bias 41 : -488.9256 
RAW RMSE 41 : 1434.846 

nnet 41 : 625.791 
nnet mean 41 : 381.0040 
nnet RMSE 41 : 627.9774 

forest 41 : 1884.050 
forest mean 41 : -603.6292 
forest RMSE 41 : 1750.81 

boosting 41 : 3543.495 
boosting mean 41 : 1461.176 
boosting RMSE 41 : 2658.794 

S: 42 
raw[ 42 ]: -283.9802 
RAW bias 42 : -484.0459 
RAW RMSE 42 : 1418.338 

nnet 42 : 704.6746 
nnet mean 42 : 388.7105 
nnet RMSE 42 : 629.9121 

forest 42 : -465.7944 
forest mean 42 : -600.3475 
forest RMSE 42 : 1731.334 

boosting 42 : 3606.826 
boosting mean 42 : 1512.263 
boosting RMSE 42 : 2685.259 

S: 43 
raw[ 43 ]: -3072.294 
RAW bias 43 : -544.2378 
RAW RMSE 43 : 1477.975 

nnet 43 : 181.8849 
nnet mean 43 : 383.9006 
nnet RMSE 43 : 623.162 

forest 43 : -3190.3 
forest mean 43 : -660.5789 
forest RMSE 43 : 1778.906 

boosting 43 : 1703.423 
boosting mean 43 : 1516.709 
boosting RMSE 43 : 2666.535 

S: 44 
raw[ 44 ]: -883.7884 
RAW bias 44 : -551.9548 
RAW RMSE 44 : 1467.146 

nnet 44 : -338.8010 
nnet mean 44 : 367.4755 
nnet RMSE 44 : 618.1537 

forest 44 : -3886.871 
forest mean 44 : -733.9037 
forest RMSE 44 : 1853.630 

boosting 44 : 2062.238 
boosting mean 44 : 1529.107 
boosting RMSE 44 : 2654.329 

S: 45 
raw[ 45 ]: 385.5448 
RAW bias 45 : -531.1215 
RAW RMSE 45 : 1451.891 

nnet 45 : 657.6905 
nnet mean 45 : 373.9248 
nnet RMSE 45 : 619.0597 

forest 45 : -1749.95 
forest mean 45 : -756.4825 
forest RMSE 45 : 1851.389 

boosting 45 : 1860.939 
boosting mean 45 : 1536.481 
boosting RMSE 45 : 2639.290 

S: 46 
raw[ 46 ]: 1125.147 
RAW bias 46 : -495.1157 
RAW RMSE 46 : 1445.573 

nnet 46 : 856.5095 
nnet mean 46 : 384.4157 
nnet RMSE 46 : 625.1814 

forest 46 : 536.7377 
forest mean 46 : -728.369 
forest RMSE 46 : 1832.864 

boosting 46 : 2721.83 
boosting mean 46 : 1562.250 
boosting RMSE 46 : 2641.112 

S: 47 
raw[ 47 ]: -3127.417 
RAW bias 47 : -551.1221 
RAW RMSE 47 : 1501.107 

nnet 47 : 279.4957 
nnet mean 47 : 382.1834 
nnet RMSE 47 : 619.837 

forest 47 : -3618.744 
forest mean 47 : -789.8664 
forest RMSE 47 : 1888.528 

boosting 47 : 2445.707 
boosting mean 47 : 1581.047 
boosting RMSE 47 : 2637.105 

S: 48 
raw[ 48 ]: -499.1618 
RAW bias 48 : -550.0396 
RAW RMSE 48 : 1487.134 

nnet 48 : 1013.158 
nnet mean 48 : 395.3287 
nnet RMSE 48 : 630.5386 

forest 48 : -178.2989 
forest mean 48 : -777.1254 
forest RMSE 48 : 1868.929 

boosting 48 : 1589.673 
boosting mean 48 : 1581.227 
boosting RMSE 48 : 2619.559 

S: 49 
raw[ 49 ]: 2460.097 
RAW bias 49 : -488.6082 
RAW RMSE 49 : 1513.257 

nnet 49 : 712.6454 
nnet mean 49 : 401.8046 
nnet RMSE 49 : 632.3208 

forest 49 : 2245.388 
forest mean 49 : -715.4414 
forest RMSE 49 : 1877.367 

boosting 49 : -1221.017 
boosting mean 49 : 1524.038 
boosting RMSE 49 : 2598.552 

S: 50 
raw[ 50 ]: 501.1916 
RAW bias 50 : -468.8122 
RAW RMSE 50 : 1499.724 

nnet 50 : 906.3866 
nnet mean 50 : 411.8962 
nnet RMSE 50 : 638.9552 

forest 50 : -2801.504 
forest mean 50 : -757.1627 
forest RMSE 50 : 1900.259 

boosting 50 : -3762.306 
boosting mean 50 : 1418.311 
boosting RMSE 50 : 2626.885 

S: 51 
raw[ 51 ]: -1515.598 
RAW bias 51 : -489.3374 
RAW RMSE 51 : 1500.037 

nnet 51 : -167.3649 
nnet mean 51 : 400.5381 
nnet RMSE 51 : 633.0939 

forest 51 : -3176.192 
forest mean 51 : -804.5947 
forest RMSE 51 : 1933.388 

boosting 51 : 1752.707 
boosting mean 51 : 1424.868 
boosting RMSE 51 : 2612.557 

S: 52 
raw[ 52 ]: 150.3756 
RAW bias 52 : -477.0353 
RAW RMSE 52 : 1485.689 

nnet 52 : -624.3358 
nnet mean 52 : 380.829 
nnet RMSE 52 : 632.9266 

forest 52 : 525.9135 
forest mean 52 : -779.008 
forest RMSE 52 : 1916.096 

boosting 52 : 1883.634 
boosting mean 52 : 1433.690 
boosting RMSE 52 : 2600.467 

S: 53 
raw[ 53 ]: 1006.635 
RAW bias 53 : -449.0415 
RAW RMSE 53 : 1478.088 

nnet 53 : 317.8020 
nnet mean 53 : 379.6398 
nnet RMSE 53 : 628.4451 

forest 53 : 469.1809 
forest mean 53 : -755.4572 
forest RMSE 53 : 1899.027 

boosting 53 : 2583.353 
boosting mean 53 : 1455.382 
boosting RMSE 53 : 2600.145 

S: 54 
raw[ 54 ]: -177.1137 
RAW bias 54 : -444.0058 
RAW RMSE 54 : 1464.537 

nnet 54 : 923.869 
nnet mean 54 : 389.7182 
nnet RMSE 54 : 635.1659 

forest 54 : 389.9863 
forest mean 54 : -734.2453 
forest RMSE 54 : 1882.110 

boosting 54 : 862.493 
boosting mean 54 : 1444.403 
boosting RMSE 54 : 2578.630 

S: 55 
raw[ 55 ]: 153.8101 
RAW bias 55 : -433.1364 
RAW RMSE 55 : 1451.31 

nnet 55 : 536.5919 
nnet mean 55 : 392.3886 
nnet RMSE 55 : 633.5106 

forest 55 : -342.3813 
forest mean 55 : -727.1205 
forest RMSE 55 : 1865.493 

boosting 55 : 2342.026 
boosting mean 55 : 1460.723 
boosting RMSE 55 : 2574.522 

S: 56 
raw[ 56 ]: -2359.582 
RAW bias 56 : -467.5372 
RAW RMSE 56 : 1472.450 

nnet 56 : 43.05396 
nnet mean 56 : 386.1505 
nnet RMSE 56 : 627.8551 

forest 56 : -4363.064 
forest mean 56 : -792.048 
forest RMSE 56 : 1938.518 

boosting 56 : 2369.703 
boosting mean 56 : 1476.955 
boosting RMSE 56 : 2571.007 

S: 57 
raw[ 57 ]: -2375.289 
RAW bias 57 : -501.0065 
RAW RMSE 57 : 1493.002 

nnet 57 : 19.03761 
nnet mean 57 : 379.7099 
nnet RMSE 57 : 622.3283 

forest 57 : -1500.380 
forest mean 57 : -804.475 
forest RMSE 57 : 1931.688 

boosting 57 : 2753.556 
boosting mean 57 : 1499.351 
boosting RMSE 57 : 2574.322 

S: 58 
raw[ 58 ]: 2501.681 
RAW bias 58 : -449.2361 
RAW RMSE 58 : 1516.089 

nnet 58 : 636.1595 
nnet mean 58 : 384.1314 
nnet RMSE 58 : 622.5694 

forest 58 : 2375.902 
forest mean 58 : -749.6409 
forest RMSE 58 : 1940.209 

boosting 58 : -14090.74 
boosting mean 58 : 1230.557 
boosting RMSE 58 : 3152.162 

S: 59 
raw[ 59 ]: -1100.614 
RAW bias 59 : -460.2764 
RAW RMSE 59 : 1510 

nnet 59 : 616.121 
nnet mean 59 : 388.0635 
nnet RMSE 59 : 622.4607 

forest 59 : -1356.820 
forest mean 59 : -759.932 
forest RMSE 59 : 1931.789 

boosting 59 : 1035.004 
boosting mean 59 : 1227.242 
boosting RMSE 59 : 3128.238 

S: 60 
raw[ 60 ]: 801.3974 
RAW bias 60 : -439.2485 
RAW RMSE 60 : 1500.934 

nnet 60 : 547.4315 
nnet mean 60 : 390.7196 
nnet RMSE 60 : 621.2844 

forest 60 : 2347.864 
forest mean 60 : -708.1354 
forest RMSE 60 : 1939.455 

boosting 60 : 1077.756 
boosting mean 60 : 1224.751 
boosting RMSE 60 : 3105.179 

S: 61 
raw[ 61 ]: 2177.158 
RAW bias 61 : -396.3566 
RAW RMSE 61 : 1514.456 

nnet 61 : 1549.294 
nnet mean 61 : 409.7126 
nnet RMSE 61 : 647.3144 

forest 61 : 1819.844 
forest mean 61 : -666.6931 
forest RMSE 61 : 1937.554 

boosting 61 : -1907.645 
boosting mean 61 : 1173.4 
boosting RMSE 61 : 3089.292 

S: 62 
raw[ 62 ]: -67.57258 
RAW bias 62 : -391.0536 
RAW RMSE 62 : 1502.217 

nnet 62 : -25.84089 
nnet mean 62 : 402.6876 
nnet RMSE 62 : 642.0813 

forest 62 : -2357.052 
forest mean 62 : -693.957 
forest RMSE 62 : 1945.038 

boosting 62 : 3153.364 
boosting mean 62 : 1205.335 
boosting RMSE 62 : 3090.336 

S: 63 
raw[ 63 ]: -1256.448 
RAW bias 63 : -404.79 
RAW RMSE 63 : 1498.631 

nnet 63 : 576.383 
nnet mean 63 : 405.4446 
nnet RMSE 63 : 641.0911 

forest 63 : 1029.02 
forest mean 63 : -666.6081 
forest RMSE 63 : 1933.89 

boosting 63 : -1837.694 
boosting mean 63 : 1157.033 
boosting RMSE 63 : 3074.442 

S: 64 
raw[ 64 ]: -1067.385 
RAW bias 64 : -415.1431 
RAW RMSE 64 : 1492.851 

nnet 64 : -413.9433 
nnet mean 64 : 392.6417 
nnet RMSE 64 : 638.164 

forest 64 : 564.3215 
forest mean 64 : -647.3749 
forest RMSE 64 : 1920.018 

boosting 64 : 364.6751 
boosting mean 64 : 1144.652 
boosting RMSE 64 : 3050.669 

S: 65 
raw[ 65 ]: -2907.955 
RAW bias 65 : -453.494 
RAW RMSE 65 : 1524.603 

nnet 65 : -297.0575 
nnet mean 65 : 382.0309 
nnet RMSE 65 : 634.307 

forest 65 : -3959.682 
forest mean 65 : -698.3334 
forest RMSE 65 : 1967.479 

boosting 65 : 2064.958 
boosting mean 65 : 1158.811 
boosting RMSE 65 : 3037.927 

S: 66 
raw[ 66 ]: -14.80325 
RAW bias 66 : -446.8472 
RAW RMSE 66 : 1513.01 

nnet 66 : -752.5455 
nnet mean 66 : 364.8404 
nnet RMSE 66 : 636.2625 

forest 66 : -2052.618 
forest mean 66 : -718.8529 
forest RMSE 66 : 1968.796 

boosting 66 : 966.4877 
boosting mean 66 : 1155.897 
boosting RMSE 66 : 3017.171 

S: 67 
raw[ 67 ]: 1227.411 
RAW bias 67 : -421.8583 
RAW RMSE 67 : 1509.145 

nnet 67 : 733.9892 
nnet mean 67 : 370.3501 
nnet RMSE 67 : 637.8312 

forest 67 : -77.2925 
forest mean 67 : -709.2774 
forest RMSE 67 : 1954.071 

boosting 67 : -297.2651 
boosting mean 67 : 1134.208 
boosting RMSE 67 : 2994.790 

S: 68 
raw[ 68 ]: -1154.454 
RAW bias 68 : -432.6317 
RAW RMSE 68 : 1504.535 

nnet 68 : 247.7618 
nnet mean 68 : 368.5473 
nnet RMSE 68 : 633.8364 

forest 68 : 1865.140 
forest mean 68 : -671.4183 
forest RMSE 68 : 1952.793 

boosting 68 : 2433.665 
boosting mean 68 : 1153.318 
boosting RMSE 68 : 2987.302 

S: 69 
raw[ 69 ]: -58.45536 
RAW bias 69 : -427.2089 
RAW RMSE 69 : 1493.609 

nnet 69 : 393.1816 
nnet mean 69 : 368.9043 
nnet RMSE 69 : 631.0044 

forest 69 : -1343.738 
forest mean 69 : -681.162 
forest RMSE 69 : 1945.328 

boosting 69 : 1913.901 
boosting mean 69 : 1164.340 
boosting RMSE 69 : 2974.513 

S: 70 
raw[ 70 ]: 671.1464 
RAW bias 70 : -411.5181 
RAW RMSE 70 : 1485.07 

nnet 70 : 379.9038 
nnet mean 70 : 369.0615 
nnet RMSE 70 : 628.1244 

forest 70 : -21.60191 
forest mean 70 : -671.7398 
forest RMSE 70 : 1931.385 

boosting 70 : -355.0281 
boosting mean 70 : 1142.635 
boosting RMSE 70 : 2953.495 

S: 71 
raw[ 71 ]: -97.62868 
RAW bias 71 : -407.0971 
RAW RMSE 71 : 1474.620 

nnet 71 : 651.5135 
nnet mean 71 : 373.0397 
nnet RMSE 71 : 628.4599 

forest 71 : -793.8737 
forest mean 71 : -673.46 
forest RMSE 71 : 1920.048 

boosting 71 : -252.0597 
boosting mean 71 : 1122.992 
boosting RMSE 71 : 2932.775 

S: 72 
raw[ 72 ]: -906.0476 
RAW bias 72 : -414.027 
RAW RMSE 72 : 1468.232 

nnet 72 : 767.3127 
nnet mean 72 : 378.5157 
nnet RMSE 72 : 630.5978 

forest 72 : -1167.002 
forest mean 72 : -680.3147 
forest RMSE 72 : 1911.622 

boosting 72 : 2453.385 
boosting mean 72 : 1141.469 
boosting RMSE 72 : 2926.654 

S: 73 
raw[ 73 ]: -420.6865 
RAW bias 73 : -414.1182 
RAW RMSE 73 : 1458.972 

nnet 73 : -57.9088 
nnet mean 73 : 372.5373 
nnet RMSE 73 : 626.3004 

forest 73 : 629.9724 
forest mean 73 : -662.3656 
forest RMSE 73 : 1899.914 

boosting 73 : 381.9678 
boosting mean 73 : 1131.065 
boosting RMSE 73 : 2906.883 

S: 74 
raw[ 74 ]: 143.2657 
RAW bias 74 : -406.586 
RAW RMSE 74 : 1449.176 

nnet 74 : 1061.889 
nnet mean 74 : 381.8528 
nnet RMSE 74 : 634.1841 

forest 74 : -845.081 
forest mean 74 : -664.8347 
forest RMSE 74 : 1889.589 

boosting 74 : 1882.445 
boosting mean 74 : 1141.219 
boosting RMSE 74 : 2895.457 

S: 75 
raw[ 75 ]: -2818.519 
RAW bias 75 : -438.7451 
RAW RMSE 75 : 1475.815 

nnet 75 : -1108.460 
nnet mean 75 : 361.982 
nnet RMSE 75 : 642.8136 

forest 75 : -914.0038 
forest mean 75 : -668.157 
forest RMSE 75 : 1879.914 

boosting 75 : 2683.336 
boosting mean 75 : 1161.780 
boosting RMSE 75 : 2892.731 

S: 76 
raw[ 76 ]: -435.6826 
RAW bias 76 : -438.7048 
RAW RMSE 76 : 1466.925 

nnet 76 : 554.4301 
nnet mean 76 : 364.5142 
nnet RMSE 76 : 641.7297 

forest 76 : -1593.643 
forest mean 76 : -680.3344 
forest RMSE 76 : 1876.431 

boosting 76 : 1830.915 
boosting mean 76 : 1170.585 
boosting RMSE 76 : 2881.301 

S: 77 
raw[ 77 ]: -2660.452 
RAW bias 77 : -467.5587 
RAW RMSE 77 : 1488.572 

nnet 77 : 289.1397 
nnet mean 77 : 363.5353 
nnet RMSE 77 : 638.4 

forest 77 : -953.7755 
forest mean 77 : -683.8856 
forest RMSE 77 : 1867.373 

boosting 77 : 1576.112 
boosting mean 77 : 1175.851 
boosting RMSE 77 : 2868.160 

S: 78 
raw[ 78 ]: 841.256 
RAW bias 78 : -450.779 
RAW RMSE 78 : 1482.063 

nnet 78 : 66.29742 
nnet mean 78 : 359.7246 
nnet RMSE 78 : 634.3389 

forest 78 : 298.8841 
forest mean 78 : -671.286 
forest RMSE 78 : 1855.672 

boosting 78 : 5027.697 
boosting mean 78 : 1225.234 
boosting RMSE 78 : 2906.019 

S: 79 
raw[ 79 ]: -971.1005 
RAW bias 79 : -457.3653 
RAW RMSE 79 : 1476.700 

nnet 79 : 859.2166 
nnet mean 79 : 366.0473 
nnet RMSE 79 : 637.6812 

forest 79 : -572.329 
forest mean 79 : -670.0334 
forest RMSE 79 : 1845.014 

boosting 79 : 3147.393 
boosting mean 79 : 1249.565 
boosting RMSE 79 : 2909.200 

S: 80 
raw[ 80 ]: 456.6354 
RAW bias 80 : -445.9403 
RAW RMSE 80 : 1468.330 

nnet 80 : 434.1584 
nnet mean 80 : 366.8986 
nnet RMSE 80 : 635.5395 

forest 80 : -603.0246 
forest mean 80 : -669.1958 
forest RMSE 80 : 1834.686 

boosting 80 : 142.1619 
boosting mean 80 : 1235.723 
boosting RMSE 80 : 2891.004 

S: 81 
raw[ 81 ]: -634.691 
RAW bias 81 : -448.2706 
RAW RMSE 81 : 1460.941 

nnet 81 : 299.212 
nnet mean 81 : 366.063 
nnet RMSE 81 : 632.4786 

forest 81 : 697.413 
forest mean 81 : -652.324 
forest RMSE 81 : 1824.971 

boosting 81 : 1459.642 
boosting mean 81 : 1238.487 
boosting RMSE 81 : 2877.676 

S: 82 
raw[ 82 ]: -886.4371 
RAW bias 82 : -453.6141 
RAW RMSE 82 : 1455.301 

nnet 82 : -711.7079 
nnet mean 82 : 352.9195 
nnet RMSE 82 : 633.5045 

forest 82 : -531.329 
forest mean 82 : -650.8485 
forest RMSE 82 : 1814.758 

boosting 82 : -116.0015 
boosting mean 82 : 1221.969 
boosting RMSE 82 : 2860.104 

S: 83 
raw[ 83 ]: 138.7278 
RAW bias 83 : -446.4774 
RAW RMSE 83 : 1446.588 

nnet 83 : 746.2284 
nnet mean 83 : 357.6581 
nnet RMSE 83 : 634.9818 

forest 83 : 1643.558 
forest mean 83 : -623.205 
forest RMSE 83 : 1812.792 

boosting 83 : 2530.105 
boosting mean 83 : 1237.730 
boosting RMSE 83 : 2856.355 

S: 84 
raw[ 84 ]: 322.3966 
RAW bias 84 : -437.3242 
RAW RMSE 84 : 1438.382 

nnet 84 : 979.5218 
nnet mean 84 : 365.0613 
nnet RMSE 84 : 640.175 

forest 84 : -544.7863 
forest mean 84 : -622.2715 
forest RMSE 84 : 1802.949 

boosting 84 : 3873.558 
boosting mean 84 : 1269.109 
boosting RMSE 84 : 2870.586 

S: 85 
raw[ 85 ]: 808.5994 
RAW bias 85 : -422.6662 
RAW RMSE 85 : 1432.583 

nnet 85 : 883.5237 
nnet mean 85 : 371.1608 
nnet RMSE 85 : 643.573 

forest 85 : 238.1258 
forest mean 85 : -612.1492 
forest RMSE 85 : 1792.498 

boosting 85 : -949.909 
boosting mean 85 : 1243.002 
boosting RMSE 85 : 2855.509 

S: 86 
raw[ 86 ]: 1067.753 
RAW bias 86 : -405.3358 
RAW RMSE 86 : 1428.876 

nnet 86 : 945.8526 
nnet mean 86 : 377.8433 
nnet RMSE 86 : 647.8988 

forest 86 : 2234.925 
forest mean 86 : -579.0437 
forest RMSE 86 : 1798.268 

boosting 86 : -8387.732 
boosting mean 86 : 1131.017 
boosting RMSE 86 : 2979.462 

S: 87 
raw[ 87 ]: -8.082647 
RAW bias 87 : -400.7697 
RAW RMSE 87 : 1420.641 

nnet 87 : 459.9628 
nnet mean 87 : 378.7872 
nnet RMSE 87 : 646.0493 

forest 87 : 1728.599 
forest mean 87 : -552.519 
forest RMSE 87 : 1797.483 

boosting 87 : 2555.484 
boosting mean 87 : 1147.390 
boosting RMSE 87 : 2974.932 

S: 88 
raw[ 88 ]: -687.9025 
RAW bias 88 : -404.0325 
RAW RMSE 88 : 1414.448 

nnet 88 : 130.8823 
nnet mean 88 : 375.9701 
nnet RMSE 88 : 642.5196 

forest 88 : -2481.858 
forest mean 88 : -574.4433 
forest RMSE 88 : 1806.717 

boosting 88 : 2382.289 
boosting mean 88 : 1161.423 
boosting RMSE 88 : 2968.862 

S: 89 
raw[ 89 ]: -143.6599 
RAW bias 89 : -401.107 
RAW RMSE 89 : 1406.562 

nnet 89 : -239.4816 
nnet mean 89 : 369.0549 
nnet RMSE 89 : 639.4038 

forest 89 : -146.4102 
forest mean 89 : -569.634 
forest RMSE 89 : 1796.605 

boosting 89 : 2908.618 
boosting mean 89 : 1181.055 
boosting RMSE 89 : 2968.192 

S: 90 
raw[ 90 ]: -2371.445 
RAW bias 90 : -422.9996 
RAW RMSE 90 : 1420.887 

nnet 90 : -384.9558 
nnet mean 90 : 360.677 
nnet RMSE 90 : 637.1351 

forest 90 : -1038.785 
forest mean 90 : -574.8468 
forest RMSE 90 : 1789.948 

boosting 90 : -241.9663 
boosting mean 90 : 1165.243 
boosting RMSE 90 : 2951.766 

S: 91 
raw[ 91 ]: 1794.477 
RAW bias 91 : -398.6318 
RAW RMSE 91 : 1425.524 

nnet 91 : 468.3067 
nnet mean 91 : 361.8597 
nnet RMSE 91 : 635.5236 

forest 91 : 29.73435 
forest mean 91 : -568.203 
forest RMSE 91 : 1780.089 

boosting 91 : 1651.804 
boosting mean 91 : 1170.590 
boosting RMSE 91 : 2940.605 

S: 92 
raw[ 92 ]: 2018.955 
RAW bias 92 : -372.3537 
RAW RMSE 92 : 1433.296 

nnet 92 : -222.0932 
nnet mean 92 : 355.5124 
nnet RMSE 92 : 632.4843 

forest 92 : 2906.817 
forest mean 92 : -530.4311 
forest RMSE 92 : 1796.139 

boosting 92 : -5158.764 
boosting mean 92 : 1101.793 
boosting RMSE 92 : 2973.623 

S: 93 
raw[ 93 ]: -285.623 
RAW bias 93 : -371.4211 
RAW RMSE 93 : 1425.877 

nnet 93 : 912.6026 
nnet mean 93 : 361.5026 
nnet RMSE 93 : 636.1526 

forest 93 : -1326.051 
forest mean 93 : -538.9861 
forest RMSE 93 : 1791.741 

boosting 93 : 1718.621 
boosting mean 93 : 1108.425 
boosting RMSE 93 : 2962.957 

S: 94 
raw[ 94 ]: -537.4635 
RAW bias 94 : -373.1875 
RAW RMSE 94 : 1419.355 

nnet 94 : -50.15107 
nnet mean 94 : 357.1233 
nnet RMSE 94 : 632.7809 

forest 94 : -1050.423 
forest mean 94 : -544.4269 
forest RMSE 94 : 1785.475 

boosting 94 : 2023.759 
boosting mean 94 : 1118.163 
boosting RMSE 94 : 2954.537 

S: 95 
raw[ 95 ]: -192.0058 
RAW bias 95 : -371.2803 
RAW RMSE 95 : 1412.003 

nnet 95 : 856.0909 
nnet mean 95 : 362.3756 
nnet RMSE 95 : 635.5403 

forest 95 : -1370.087 
forest mean 95 : -553.1181 
forest RMSE 95 : 1781.607 

boosting 95 : 920.1315 
boosting mean 95 : 1116.078 
boosting RMSE 95 : 2940.462 

S: 96 
raw[ 96 ]: -2777.994 
RAW bias 96 : -396.3502 
RAW RMSE 96 : 1432.959 

nnet 96 : -355.009 
nnet mean 96 : 354.9029 
nnet RMSE 96 : 633.259 

forest 96 : -8467.873 
forest mean 96 : -635.5635 
forest RMSE 96 : 1971.797 

boosting 96 : 975.0405 
boosting mean 96 : 1114.609 
boosting RMSE 96 : 2926.799 

S: 97 
raw[ 97 ]: -1323.596 
RAW bias 97 : -405.9095 
RAW RMSE 97 : 1431.874 

nnet 97 : 426.1759 
nnet mean 97 : 355.6377 
nnet RMSE 97 : 631.4706 

forest 97 : -2460.293 
forest mean 97 : -654.3751 
forest RMSE 97 : 1977.449 

boosting 97 : 584.6283 
boosting mean 97 : 1109.146 
boosting RMSE 97 : 2912.279 

S: 98 
raw[ 98 ]: 421.9347 
RAW bias 98 : -397.4621 
RAW RMSE 98 : 1425.187 

nnet 98 : 333.5727 
nnet mean 98 : 355.4125 
nnet RMSE 98 : 629.1436 

forest 98 : 685.6144 
forest mean 98 : -640.7017 
forest RMSE 98 : 1968.553 

boosting 98 : 3070.633 
boosting mean 98 : 1129.161 
boosting RMSE 98 : 2913.938 

S: 99 
raw[ 99 ]: -90.31392 
RAW bias 99 : -394.3596 
RAW RMSE 99 : 1418.000 

nnet 99 : 73.23774 
nnet mean 99 : 352.5622 
nnet RMSE 99 : 626.0013 

forest 99 : 1244.595 
forest mean 99 : -621.6583 
forest RMSE 99 : 1962.576 

boosting 99 : 2791.110 
boosting mean 99 : 1145.948 
boosting RMSE 99 : 2912.723 

S: 100 
raw[ 100 ]: -97.436 
RAW bias 100 : -391.3903 
RAW RMSE 100 : 1410.926 

nnet 100 : 234.4959 
nnet mean 100 : 351.3816 
nnet RMSE 100 : 623.3047 

forest 100 : 747.8174 
forest mean 100 : -607.9636 
forest RMSE 100 : 1954.170 

boosting 100 : 3420.961 
boosting mean 100 : 1168.698 
boosting RMSE 100 : 2918.244 


S: 101 
raw[ 101 ]: -4035.4 
RAW bias 101 : -427.4696 
RAW RMSE 101 : 1460.217 

nnet 101 : -37.16499 
nnet mean 101 : 347.5346 
nnet RMSE 101 : 620.2224 

forest 101 : -700.6355 
forest mean 101 : -608.8811 
forest RMSE 101 : 1945.721 

boosting 101 : 1633.322 
boosting mean 101 : 1173.298 
boosting RMSE 101 : 2908.306 

S: 102 
raw[ 102 ]: -2076.917 
RAW bias 102 : -443.6407 
RAW RMSE 102 : 1467.522 

nnet 102 : -340.2492 
nnet mean 102 : 340.7916 
nnet RMSE 102 : 618.0934 

forest 102 : -1748.643 
forest mean 102 : -620.0553 
forest RMSE 102 : 1943.886 

boosting 102 : 809.72 
boosting mean 102 : 1169.734 
boosting RMSE 102 : 2895.124 

S: 103 
raw[ 103 ]: 269.3422 
RAW bias 103 : -436.7185 
RAW RMSE 103 : 1460.622 

nnet 103 : 667.0711 
nnet mean 103 : 343.9594 
nnet RMSE 103 : 618.5875 

forest 103 : 997.3019 
forest mean 103 : -604.3528 
forest RMSE 103 : 1936.921 

boosting 103 : 2165.128 
boosting mean 103 : 1179.398 
boosting RMSE 103 : 2888.924 

S: 104 
raw[ 104 ]: 1242.679 
RAW bias 104 : -420.5705 
RAW RMSE 104 : 1458.681 

nnet 104 : 393.8183 
nnet mean 104 : 344.4388 
nnet RMSE 104 : 616.8164 

forest 104 : 1895.986 
forest mean 104 : -580.311 
forest RMSE 104 : 1936.531 

boosting 104 : -1637.961 
boosting mean 104 : 1152.308 
boosting RMSE 104 : 2879.484 

S: 105 
raw[ 105 ]: 1442.118 
RAW bias 105 : -402.8306 
RAW RMSE 105 : 1458.524 

nnet 105 : 314.3046 
nnet mean 105 : 344.1518 
nnet RMSE 105 : 614.638 

forest 105 : 1087.948 
forest mean 105 : -564.4229 
forest RMSE 105 : 1930.21 

boosting 105 : -7487.646 
boosting mean 105 : 1070.023 
boosting RMSE 105 : 2957.434 

S: 106 
raw[ 106 ]: -631.9274 
RAW bias 106 : -404.9919 
RAW RMSE 106 : 1452.925 

nnet 106 : -214.4976 
nnet mean 106 : 338.8815 
nnet RMSE 106 : 612.0866 

forest 106 : 669.7907 
forest mean 106 : -552.7793 
forest RMSE 106 : 1922.185 

boosting 106 : 1751.418 
boosting mean 106 : 1076.451 
boosting RMSE 106 : 2948.362 

S: 107 
raw[ 107 ]: -39.9039 
RAW bias 107 : -401.5798 
RAW RMSE 107 : 1446.125 

nnet 107 : 256.3874 
nnet mean 107 : 338.1105 
nnet RMSE 107 : 609.7236 

forest 107 : 232.0605 
forest mean 107 : -545.4444 
forest RMSE 107 : 1913.313 

boosting 107 : -672.5228 
boosting mean 107 : 1060.105 
boosting RMSE 107 : 2935.273 

S: 108 
raw[ 108 ]: -996.7933 
RAW bias 108 : -407.0911 
RAW RMSE 108 : 1442.607 

nnet 108 : 641.8633 
nnet mean 108 : 340.9231 
nnet RMSE 108 : 610.029 

forest 108 : -3110.332 
forest mean 108 : -569.1933 
forest RMSE 108 : 1927.809 

boosting 108 : 1678.754 
boosting mean 108 : 1065.834 
boosting RMSE 108 : 2926.114 

S: 109 
raw[ 109 ]: -1719.233 
RAW bias 109 : -419.1291 
RAW RMSE 109 : 1445.385 

nnet 109 : 321.2748 
nnet mean 109 : 340.7428 
nnet RMSE 109 : 608.0035 

forest 109 : -2710.803 
forest mean 109 : -588.8411 
forest RMSE 109 : 1936.432 

boosting 109 : -138.6502 
boosting mean 109 : 1054.783 
boosting RMSE 109 : 2912.691 

S: 110 
raw[ 110 ]: -31.74321 
RAW bias 110 : -415.6074 
RAW RMSE 110 : 1438.803 

nnet 110 : 319.255 
nnet mean 110 : 340.5475 
nnet RMSE 110 : 605.9985 

forest 110 : -1250.678 
forest mean 110 : -594.8578 
forest RMSE 110 : 1931.295 

boosting 110 : 2203.222 
boosting mean 110 : 1065.224 
boosting RMSE 110 : 2907.021 

S: 111 
raw[ 111 ]: -1445.057 
RAW bias 111 : -424.8817 
RAW RMSE 111 : 1438.86 

nnet 111 : 551.996 
nnet mean 111 : 342.4524 
nnet RMSE 111 : 605.5335 

forest 111 : 110.5029 
forest mean 111 : -588.5032 
forest RMSE 111 : 1922.604 

boosting 111 : 857.6755 
boosting mean 111 : 1063.354 
boosting RMSE 111 : 2895.042 

S: 112 
raw[ 112 ]: 3630.664 
RAW bias 112 : -388.6715 
RAW RMSE 112 : 1472.931 

nnet 112 : 1376.817 
nnet mean 112 : 351.6878 
nnet RMSE 112 : 616.7027 

forest 112 : 3159.762 
forest mean 112 : -555.0366 
forest RMSE 112 : 1937.149 

boosting 112 : 355.5458 
boosting mean 112 : 1057.034 
boosting RMSE 112 : 2882.284 

S: 113 
raw[ 113 ]: 210.5998 
RAW bias 113 : -383.3682 
RAW RMSE 113 : 1466.533 

nnet 113 : 394.0899 
nnet mean 113 : 352.0630 
nnet RMSE 113 : 615.0861 

forest 113 : -1178.892 
forest mean 113 : -560.5574 
forest RMSE 113 : 1931.744 

boosting 113 : 3116.918 
boosting mean 113 : 1075.263 
boosting RMSE 113 : 2884.444 

S: 114 
raw[ 114 ]: -1168.761 
RAW bias 114 : -390.2576 
RAW RMSE 114 : 1464.185 

nnet 114 : 499.5347 
nnet mean 114 : 353.3567 
nnet RMSE 114 : 614.167 

forest 114 : -865.1906 
forest mean 114 : -563.2297 
forest RMSE 114 : 1924.960 

boosting 114 : 3688.219 
boosting mean 114 : 1098.184 
boosting RMSE 114 : 2892.466 

S: 115 
raw[ 115 ]: -4019.721 
RAW bias 115 : -421.8182 
RAW RMSE 115 : 1505.224 

nnet 115 : -426.1776 
nnet mean 115 : 346.5781 
nnet RMSE 115 : 612.781 

forest 115 : -986.9856 
forest mean 115 : -566.9145 
forest RMSE 115 : 1918.780 

boosting 115 : 1460.350 
boosting mean 115 : 1101.333 
boosting RMSE 115 : 2883.081 

S: 116 
raw[ 116 ]: -2158.586 
RAW bias 116 : -436.7903 
RAW RMSE 116 : 1512.064 

nnet 116 : -139.3140 
nnet mean 116 : 342.3894 
nnet RMSE 116 : 610.271 

forest 116 : -1797.052 
forest mean 116 : -577.5191 
forest RMSE 116 : 1917.764 

boosting 116 : 2109.631 
boosting mean 116 : 1110.025 
boosting RMSE 116 : 2877.302 

S: 117 
raw[ 117 ]: -1134.907 
RAW bias 117 : -442.7571 
RAW RMSE 117 : 1509.239 

nnet 117 : 386.3341 
nnet mean 117 : 342.765 
nnet RMSE 117 : 608.7062 

forest 117 : -202.5636 
forest mean 117 : -574.3144 
forest RMSE 117 : 1909.643 

boosting 117 : 2481.794 
boosting mean 117 : 1121.75 
boosting RMSE 117 : 2874.152 

S: 118 
raw[ 118 ]: -153.2828 
RAW bias 118 : -440.3039 
RAW RMSE 118 : 1502.897 

nnet 118 : 72.05488 
nnet mean 118 : 340.4708 
nnet RMSE 118 : 606.1577 

forest 118 : -1781.703 
forest mean 118 : -584.5465 
forest RMSE 118 : 1908.595 

boosting 118 : 2987.349 
boosting mean 118 : 1137.56 
boosting RMSE 118 : 2875.13 

S: 119 
raw[ 119 ]: -2.595047 
RAW bias 119 : -436.6257 
RAW RMSE 119 : 1496.569 

nnet 119 : 1423.186 
nnet mean 119 : 349.5693 
nnet RMSE 119 : 617.5437 

forest 119 : -1377.161 
forest mean 119 : -591.2071 
forest RMSE 119 : 1904.747 

boosting 119 : -308.2198 
boosting mean 119 : 1125.411 
boosting RMSE 119 : 2863.163 

S: 120 
raw[ 120 ]: -136.3614 
RAW bias 120 : -434.1235 
RAW RMSE 120 : 1490.372 

nnet 120 : 1283.664 
nnet mean 120 : 357.3534 
nnet RMSE 120 : 626.0302 

forest 120 : -5230.696 
forest mean 120 : -629.8695 
forest RMSE 120 : 1955.972 

boosting 120 : 316.1637 
boosting mean 120 : 1118.667 
boosting RMSE 120 : 2851.355 

S: 121 
raw[ 121 ]: -1398.09 
RAW bias 121 : -442.0902 
RAW RMSE 121 : 1489.633 

nnet 121 : 93.4658 
nnet mean 121 : 355.1725 
nnet RMSE 121 : 623.4959 

forest 121 : -2525.486 
forest mean 121 : -645.5358 
forest RMSE 121 : 1961.357 

boosting 121 : 2822.021 
boosting mean 121 : 1132.744 
boosting RMSE 121 : 2851.113 

S: 122 
raw[ 122 ]: 697.2547 
RAW bias 122 : -432.7513 
RAW RMSE 122 : 1484.858 

nnet 122 : 236.8102 
nnet mean 122 : 354.2023 
nnet RMSE 122 : 621.3053 

forest 122 : -1649.04 
forest mean 122 : -653.7612 
forest RMSE 122 : 1958.999 

boosting 122 : 547.0874 
boosting mean 122 : 1127.944 
boosting RMSE 122 : 2839.836 

S: 123 
raw[ 123 ]: -483.167 
RAW bias 123 : -433.1612 
RAW RMSE 123 : 1479.451 

nnet 123 : 148.0307 
nnet mean 123 : 352.5261 
nnet RMSE 123 : 618.9185 

forest 123 : -3866.21 
forest mean 123 : -679.8787 
forest RMSE 123 : 1981.919 

boosting 123 : 1387.431 
boosting mean 123 : 1130.053 
boosting RMSE 123 : 2831.034 

S: 124 
raw[ 124 ]: 231.2755 
RAW bias 124 : -427.8028 
RAW RMSE 124 : 1473.620 

nnet 124 : 1590.665 
nnet mean 124 : 362.5111 
nnet RMSE 124 : 632.7526 

forest 124 : -1117.549 
forest mean 124 : -683.4083 
forest RMSE 124 : 1976.461 

boosting 124 : 1901.473 
boosting mean 124 : 1136.275 
boosting RMSE 124 : 2824.762 

S: 125 
raw[ 125 ]: -3473.193 
RAW bias 125 : -452.1659 
RAW RMSE 125 : 1500.229 

nnet 125 : -84.54029 
nnet mean 125 : 358.9347 
nnet RMSE 125 : 630.2619 

forest 125 : -6524.656 
forest mean 125 : -730.1383 
forest RMSE 125 : 2053.221 

boosting 125 : 1744.525 
boosting mean 125 : 1141.141 
boosting RMSE 125 : 2817.763 

S: 126 
raw[ 126 ]: -487.0231 
RAW bias 126 : -452.4426 
RAW RMSE 126 : 1494.894 

nnet 126 : -71.11322 
nnet mean 126 : 355.5216 
nnet RMSE 126 : 627.7878 

forest 126 : -2597.868 
forest mean 126 : -744.9615 
forest RMSE 126 : 2058.111 

boosting 126 : -1640.924 
boosting mean 126 : 1119.061 
boosting RMSE 126 : 2810.364 

S: 127 
raw[ 127 ]: -2172.844 
RAW bias 127 : -465.989 
RAW RMSE 127 : 1501.428 

nnet 127 : -343.2664 
nnet mean 127 : 350.0194 
nnet RMSE 127 : 626.0528 

forest 127 : -4389.381 
forest mean 127 : -773.6577 
forest RMSE 127 : 2086.665 

boosting 127 : -530.689 
boosting mean 127 : 1106.071 
boosting RMSE 127 : 2799.674 

S: 128 
raw[ 128 ]: 588.2719 
RAW bias 128 : -457.7526 
RAW RMSE 128 : 1496.455 

nnet 128 : 58.3813 
nnet mean 128 : 347.7409 
nnet RMSE 128 : 623.6238 

forest 128 : 1729.205 
forest mean 128 : -754.1041 
forest RMSE 128 : 2084.110 

boosting 128 : 3489.895 
boosting mean 128 : 1124.694 
boosting RMSE 128 : 2805.724 

S: 129 
raw[ 129 ]: -1095.890 
RAW bias 129 : -462.6994 
RAW RMSE 129 : 1493.763 

nnet 129 : -556.8081 
nnet mean 129 : 340.7289 
nnet RMSE 129 : 623.1334 

forest 129 : 242.4597 
forest mean 129 : -746.3788 
forest RMSE 129 : 2076.126 

boosting 129 : 2596.716 
boosting mean 129 : 1136.105 
boosting RMSE 129 : 2804.164 

S: 130 
raw[ 130 ]: 938.6993 
RAW bias 130 : -451.9194 
RAW RMSE 130 : 1490.283 

nnet 130 : 293.5347 
nnet mean 130 : 340.3659 
nnet RMSE 130 : 621.2657 

forest 130 : 1084.277 
forest mean 130 : -732.2968 
forest RMSE 130 : 2070.311 

boosting 130 : 1327.897 
boosting mean 130 : 1137.581 
boosting RMSE 130 : 2795.785 

S: 131 
raw[ 131 ]: 892.4256 
RAW bias 131 : -441.6572 
RAW RMSE 131 : 1486.63 

nnet 131 : 1292.418 
nnet mean 131 : 347.6335 
nnet RMSE 131 : 629.1069 

forest 131 : 983.2277 
forest mean 131 : -719.2012 
forest RMSE 131 : 2064.182 

boosting 131 : 2207.259 
boosting mean 131 : 1145.746 
boosting RMSE 131 : 2791.762 

S: 132 
raw[ 132 ]: -1181.283 
RAW bias 132 : -447.2605 
RAW RMSE 132 : 1484.553 

nnet 132 : -714.8836 
nnet mean 132 : 339.5841 
nnet RMSE 132 : 629.8007 

forest 132 : -1911.914 
forest mean 132 : -728.237 
forest RMSE 132 : 2063.071 

boosting 132 : 1895.882 
boosting mean 132 : 1151.429 
boosting RMSE 132 : 2786.058 

S: 133 
raw[ 133 ]: 120.5742 
RAW bias 133 : -442.991 
RAW RMSE 133 : 1478.998 

nnet 133 : 672.4726 
nnet mean 133 : 342.087 
nnet RMSE 133 : 630.1323 

forest 133 : -561.6052 
forest mean 133 : -726.984 
forest RMSE 133 : 2055.877 

boosting 133 : 827.7234 
boosting mean 133 : 1148.995 
boosting RMSE 133 : 2776.493 

S: 134 
raw[ 134 ]: -1525.699 
RAW bias 134 : -451.0709 
RAW RMSE 134 : 1479.352 

nnet 134 : 548.7438 
nnet mean 134 : 343.6292 
nnet RMSE 134 : 629.5639 

forest 134 : 356.3857 
forest mean 134 : -718.8992 
forest RMSE 134 : 2048.423 

boosting 134 : 1021.304 
boosting mean 134 : 1148.042 
boosting RMSE 134 : 2767.52 

S: 135 
raw[ 135 ]: -1409.291 
RAW bias 135 : -458.1689 
RAW RMSE 135 : 1478.845 

nnet 135 : 66.95557 
nnet mean 135 : 341.5798 
nnet RMSE 135 : 627.2543 

forest 135 : -1508.837 
forest mean 135 : -724.7506 
forest RMSE 135 : 2044.950 

boosting 135 : 933.3193 
boosting mean 135 : 1146.452 
boosting RMSE 135 : 2758.421 

S: 136 
raw[ 136 ]: -1397.765 
RAW bias 136 : -465.0777 
RAW RMSE 136 : 1478.265 

nnet 136 : -107.0982 
nnet mean 136 : 338.2807 
nnet RMSE 136 : 625.0114 

forest 136 : -1695.553 
forest mean 136 : -731.8889 
forest RMSE 136 : 2042.599 

boosting 136 : 2135.761 
boosting mean 136 : 1153.726 
boosting RMSE 136 : 2754.356 

S: 137 
raw[ 137 ]: -1069.827 
RAW bias 137 : -469.4919 
RAW RMSE 137 : 1475.694 

nnet 137 : 258.7882 
nnet mean 137 : 337.7005 
nnet RMSE 137 : 623.1186 

forest 137 : -1012.436 
forest mean 137 : -733.9366 
forest RMSE 137 : 2036.968 

boosting 137 : -985.9807 
boosting mean 137 : 1138.108 
boosting RMSE 137 : 2745.578 

S: 138 
raw[ 138 ]: -2149.512 
RAW bias 138 : -481.666 
RAW RMSE 138 : 1481.679 

nnet 138 : -30.98851 
nnet mean 138 : 335.0288 
nnet RMSE 138 : 620.8624 

forest 138 : -6153.424 
forest mean 138 : -773.2083 
forest RMSE 138 : 2096.08 

boosting 138 : 1994.290 
boosting mean 138 : 1144.312 
boosting RMSE 138 : 2740.874 

S: 139 
raw[ 139 ]: -631.3856 
RAW bias 139 : -482.7431 
RAW RMSE 139 : 1477.311 

nnet 139 : 450.5937 
nnet mean 139 : 335.8602 
nnet RMSE 139 : 619.8045 

forest 139 : -1270.684 
forest mean 139 : -776.7873 
forest RMSE 139 : 2091.306 

boosting 139 : 2730.464 
boosting mean 139 : 1155.723 
boosting RMSE 139 : 2740.800 

S: 140 
raw[ 140 ]: -1817.395 
RAW bias 140 : -492.2763 
RAW RMSE 140 : 1480.017 

nnet 140 : -82.90221 
nnet mean 140 : 332.8690 
nnet RMSE 140 : 617.6267 

forest 140 : -1234.802 
forest mean 140 : -780.0588 
forest RMSE 140 : 2086.435 

boosting 140 : 121.4333 
boosting mean 140 : 1148.335 
boosting RMSE 140 : 2731.013 

S: 141 
raw[ 141 ]: -2373.837 
RAW bias 141 : -505.6207 
RAW RMSE 141 : 1488.248 

nnet 141 : 417.0361 
nnet mean 141 : 333.466 
nnet RMSE 141 : 616.4339 

forest 141 : -3260.716 
forest mean 141 : -797.6521 
forest RMSE 141 : 2097.080 

boosting 141 : 1740.072 
boosting mean 141 : 1152.532 
boosting RMSE 141 : 2725.254 

S: 142 
raw[ 142 ]: 2879.365 
RAW bias 142 : -481.7828 
RAW RMSE 142 : 1502.554 

nnet 142 : 942.9432 
nnet mean 142 : 337.7581 
nnet RMSE 142 : 619.3354 

forest 142 : 3148.082 
forest mean 142 : -769.8652 
forest RMSE 142 : 2106.316 

boosting 142 : 2993.035 
boosting mean 142 : 1165.493 
boosting RMSE 142 : 2727.231 

S: 143 
raw[ 143 ]: -2387.681 
RAW bias 143 : -495.1107 
RAW RMSE 143 : 1510.546 

nnet 143 : 75.99985 
nnet mean 143 : 335.9276 
nnet RMSE 143 : 617.1988 

forest 143 : -4238.601 
forest mean 143 : -794.1221 
forest RMSE 143 : 2128.656 

boosting 143 : 1985.218 
boosting mean 143 : 1171.226 
boosting RMSE 143 : 2722.745 

S: 144 
raw[ 144 ]: 637.4925 
RAW bias 144 : -487.2454 
RAW RMSE 144 : 1506.229 

nnet 144 : 1298.726 
nnet mean 144 : 342.6137 
nnet RMSE 144 : 624.5015 

forest 144 : 1143.015 
forest mean 144 : -780.6698 
forest RMSE 144 : 2123.389 

boosting 144 : 3538.468 
boosting mean 144 : 1187.665 
boosting RMSE 144 : 2729.250 

S: 145 
raw[ 145 ]: -1489.529 
RAW bias 145 : -494.1577 
RAW RMSE 145 : 1506.114 

nnet 145 : 393.8808 
nnet mean 145 : 342.9673 
nnet RMSE 145 : 623.2033 

forest 145 : -3549.03 
forest mean 145 : -799.762 
forest RMSE 145 : 2136.481 

boosting 145 : 1329.031 
boosting mean 145 : 1188.640 
boosting RMSE 145 : 2722.061 

S: 146 
raw[ 146 ]: -832.7443 
RAW bias 146 : -496.4768 
RAW RMSE 146 : 1502.529 

nnet 146 : 279.4679 
nnet mean 146 : 342.5323 
nnet RMSE 146 : 621.496 

forest 146 : -1181.672 
forest mean 146 : -802.3778 
forest RMSE 146 : 2131.397 

boosting 146 : 2416.204 
boosting mean 146 : 1197.048 
boosting RMSE 146 : 2720.083 

S: 147 
raw[ 147 ]: 2570.909 
RAW bias 147 : -475.6103 
RAW RMSE 147 : 1512.348 

nnet 147 : 1493.163 
nnet mean 147 : 350.3597 
nnet RMSE 147 : 631.5034 

forest 147 : 1362.148 
forest mean 147 : -787.6531 
forest RMSE 147 : 2127.104 

boosting 147 : -545.8246 
boosting mean 147 : 1185.191 
boosting RMSE 147 : 2711.189 

S: 148 
raw[ 148 ]: 923.6456 
RAW bias 148 : -466.1558 
RAW RMSE 148 : 1509.142 

nnet 148 : 470.4527 
nnet mean 148 : 351.1712 
nnet RMSE 148 : 630.5532 

forest 148 : 2135.746 
forest mean 148 : -767.9004 
forest RMSE 148 : 2127.162 

boosting 148 : -1899.828 
boosting mean 148 : 1164.347 
boosting RMSE 148 : 2706.524 

S: 149 
raw[ 149 ]: -2483.524 
RAW bias 149 : -479.6952 
RAW RMSE 149 : 1517.767 

nnet 149 : 423.2141 
nnet mean 149 : 351.6547 
nnet RMSE 149 : 629.3894 

forest 149 : -4299.451 
forest mean 149 : -791.6021 
forest RMSE 149 : 2149.073 

boosting 149 : 2934.346 
boosting mean 149 : 1176.226 
boosting RMSE 149 : 2708.116 

S: 150 
raw[ 150 ]: -2418.642 
RAW bias 150 : -492.6215 
RAW RMSE 150 : 1525.536 

nnet 150 : 171.5285 
nnet mean 150 : 350.4539 
nnet RMSE 150 : 627.4443 

forest 150 : -316.7279 
forest mean 150 : -788.4363 
forest RMSE 150 : 2142.053 

boosting 150 : 1166.029 
boosting mean 150 : 1176.158 
boosting RMSE 150 : 2700.753 

S: 151 
raw[ 151 ]: 1574.900 
RAW bias 151 : -478.9293 
RAW RMSE 151 : 1525.868 

nnet 151 : 1088.823 
nnet mean 151 : 355.3437 
nnet RMSE 151 : 631.6093 

forest 151 : 258.6117 
forest mean 151 : -781.5022 
forest RMSE 151 : 2135.052 

boosting 151 : 626.3887 
boosting mean 151 : 1172.517 
boosting RMSE 151 : 2692.278 

S: 152 
raw[ 152 ]: -795.8064 
RAW bias 152 : -481.014 
RAW RMSE 152 : 1522.210 

nnet 152 : 763.0473 
nnet mean 152 : 358.026 
nnet RMSE 152 : 632.5633 

forest 152 : 466.6641 
forest mean 152 : -773.2905 
forest RMSE 152 : 2128.354 

boosting 152 : 435.2892 
boosting mean 152 : 1167.667 
boosting RMSE 152 : 2683.639 

S: 153 
raw[ 153 ]: -1020.066 
RAW bias 153 : -484.5373 
RAW RMSE 153 : 1519.466 

nnet 153 : 221.7378 
nnet mean 153 : 357.1352 
nnet RMSE 153 : 630.7475 

forest 153 : 271.8110 
forest mean 153 : -766.4598 
forest RMSE 153 : 2121.501 

boosting 153 : 518.1331 
boosting mean 153 : 1163.421 
boosting RMSE 153 : 2675.183 

S: 154 
raw[ 154 ]: -724.5663 
RAW bias 154 : -486.0959 
RAW RMSE 154 : 1515.65 

nnet 154 : -62.45779 
nnet mean 154 : 354.4106 
nnet RMSE 154 : 628.7164 

forest 154 : 1900.002 
forest mean 154 : -749.1451 
forest RMSE 154 : 2120.138 

boosting 154 : 2440.278 
boosting mean 154 : 1171.713 
boosting RMSE 154 : 2673.724 

S: 155 
raw[ 155 ]: 1759.204 
RAW bias 155 : -471.6101 
RAW RMSE 155 : 1517.347 

nnet 155 : 1243.950 
nnet mean 155 : 360.1495 
nnet RMSE 155 : 634.6002 

forest 155 : 143.4118 
forest mean 155 : -743.3867 
forest RMSE 155 : 2113.319 

boosting 155 : 3676.156 
boosting mean 155 : 1187.870 
boosting RMSE 155 : 2681.393 

S: 156 
raw[ 156 ]: -3595.203 
RAW bias 156 : -491.6331 
RAW RMSE 156 : 1539.623 

nnet 156 : 142.3461 
nnet mean 156 : 358.7534 
nnet RMSE 156 : 632.6656 

forest 156 : -2752.049 
forest mean 156 : -756.2627 
forest RMSE 156 : 2118.027 

boosting 156 : 2183.661 
boosting mean 156 : 1194.254 
boosting RMSE 156 : 2678.497 

S: 157 
raw[ 157 ]: -859.9523 
RAW bias 157 : -493.9791 
RAW RMSE 157 : 1536.245 

nnet 157 : 189.4255 
nnet mean 157 : 357.6748 
nnet RMSE 157 : 630.8287 

forest 157 : -8370.208 
forest mean 157 : -804.7592 
forest RMSE 157 : 2214.432 

boosting 157 : 1989.085 
boosting mean 157 : 1199.316 
boosting RMSE 157 : 2674.668 

S: 158 
raw[ 158 ]: 2433.765 
RAW bias 158 : -475.4491 
RAW RMSE 158 : 1543.568 

nnet 158 : 1253.925 
nnet mean 158 : 363.3473 
nnet RMSE 158 : 636.6928 

forest 158 : 4158.962 
forest mean 158 : -773.3432 
forest RMSE 158 : 2232.072 

boosting 158 : -11953.77 
boosting mean 158 : 1116.069 
boosting RMSE 158 : 2830.716 

S: 159 
raw[ 159 ]: -3093.429 
RAW bias 159 : -491.9144 
RAW RMSE 159 : 1558.140 

nnet 159 : -620.17 
nnet mean 159 : 357.1617 
nnet RMSE 159 : 636.5902 

forest 159 : -2683.021 
forest mean 159 : -785.3538 
forest RMSE 159 : 2235.193 

boosting 159 : 1600.388 
boosting mean 159 : 1119.115 
boosting RMSE 159 : 2824.653 

S: 160 
raw[ 160 ]: -246.9886 
RAW bias 160 : -490.3836 
RAW RMSE 160 : 1553.386 

nnet 160 : 740.4102 
nnet mean 160 : 359.557 
nnet RMSE 160 : 637.2916 

forest 160 : -212.822 
forest mean 160 : -781.7755 
forest RMSE 160 : 2228.260 

boosting 160 : 1494.808 
boosting mean 160 : 1121.463 
boosting RMSE 160 : 2818.291 

S: 161 
raw[ 161 ]: 1888.723 
RAW bias 161 : -475.6065 
RAW RMSE 161 : 1555.692 

nnet 161 : 661.1647 
nnet mean 161 : 361.4303 
nnet RMSE 161 : 637.4426 

forest 161 : 2049.125 
forest mean 161 : -764.1922 
forest RMSE 161 : 2227.192 

boosting 161 : -101.5283 
boosting mean 161 : 1113.867 
boosting RMSE 161 : 2809.537 

S: 162 
raw[ 162 ]: 358.0729 
RAW bias 162 : -470.4603 
RAW RMSE 162 : 1551.138 

nnet 162 : 1192.161 
nnet mean 162 : 366.5583 
nnet RMSE 162 : 642.338 

forest 162 : 163.0397 
forest mean 162 : -758.4686 
forest RMSE 162 : 2220.344 

boosting 162 : 739.5003 
boosting mean 162 : 1111.556 
boosting RMSE 162 : 2801.454 

S: 163 
raw[ 163 ]: 1350.912 
RAW bias 163 : -459.2863 
RAW RMSE 163 : 1549.989 

nnet 163 : -457.899 
nnet mean 163 : 361.5003 
nnet RMSE 163 : 641.3681 

forest 163 : -795.2394 
forest mean 163 : -758.6942 
forest RMSE 163 : 2214.399 

boosting 163 : -2518.592 
boosting mean 163 : 1089.285 
boosting RMSE 163 : 2799.806 

S: 164 
raw[ 164 ]: 680.3927 
RAW bias 164 : -452.337 
RAW RMSE 164 : 1546.169 

nnet 164 : 195.5602 
nnet mean 164 : 360.4884 
nnet RMSE 164 : 639.5921 

forest 164 : 2023.208 
forest mean 164 : -741.7313 
forest RMSE 164 : 2213.283 

boosting 164 : -1056.619 
boosting mean 164 : 1076.200 
boosting RMSE 164 : 2792.476 

S: 165 
raw[ 165 ]: 52.67497 
RAW bias 165 : -449.2763 
RAW RMSE 165 : 1541.482 

nnet 165 : -646.5319 
nnet mean 165 : 354.3853 
nnet RMSE 165 : 639.6344 

forest 165 : -1942.217 
forest mean 165 : -749.007 
forest RMSE 165 : 2211.741 

boosting 165 : -6625.913 
boosting mean 165 : 1029.521 
boosting RMSE 165 : 2831.385 

S: 166 
raw[ 166 ]: -135.2421 
RAW bias 166 : -447.3846 
RAW RMSE 166 : 1536.868 

nnet 166 : 279.9484 
nnet mean 166 : 353.9369 
nnet RMSE 166 : 638.0749 

forest 166 : -498.5181 
forest mean 166 : -747.498 
forest RMSE 166 : 2205.408 

boosting 166 : 260.6492 
boosting mean 166 : 1024.889 
boosting RMSE 166 : 2822.916 

S: 167 
raw[ 167 ]: 1800.406 
RAW bias 167 : -433.9247 
RAW RMSE 167 : 1538.580 

nnet 167 : 1222.250 
nnet mean 167 : 359.1363 
nnet RMSE 167 : 643.154 

forest 167 : 1685.257 
forest mean 167 : -732.9307 
forest RMSE 167 : 2202.659 

boosting 167 : 2611.389 
boosting mean 167 : 1034.389 
boosting RMSE 167 : 2821.697 

S: 168 
raw[ 168 ]: -586.523 
RAW bias 168 : -434.8331 
RAW RMSE 168 : 1534.662 

nnet 168 : -338.4822 
nnet mean 168 : 354.9839 
nnet RMSE 168 : 641.7686 

forest 168 : -2795.039 
forest mean 168 : -745.2051 
forest RMSE 168 : 2206.656 

boosting 168 : 2283.622 
boosting mean 168 : 1041.825 
boosting RMSE 168 : 2818.798 

S: 169 
raw[ 169 ]: 2791.897 
RAW bias 169 : -415.74 
RAW RMSE 169 : 1545.113 

nnet 169 : 1144.713 
nnet mean 169 : 359.6568 
nnet RMSE 169 : 645.8974 

forest 169 : 2486.087 
forest mean 169 : -726.085 
forest RMSE 169 : 2208.413 

boosting 169 : 1747.837 
boosting mean 169 : 1046.003 
boosting RMSE 169 : 2813.66 

S: 170 
raw[ 170 ]: -2625.034 
RAW bias 170 : -428.7358 
RAW RMSE 170 : 1553.661 

nnet 170 : -201.0589 
nnet mean 170 : 356.3585 
nnet RMSE 170 : 644.1795 

forest 170 : -3832.698 
forest mean 170 : -744.3592 
forest RMSE 170 : 2221.443 

boosting 170 : 2124.093 
boosting mean 170 : 1052.344 
boosting RMSE 170 : 2810.098 

S: 171 
raw[ 171 ]: -2070.546 
RAW bias 171 : -438.3371 
RAW RMSE 171 : 1557.183 

nnet 171 : -329.9128 
nnet mean 171 : 352.3452 
nnet RMSE 171 : 642.7885 

forest 171 : -3443.937 
forest mean 171 : -760.1462 
forest RMSE 171 : 2230.541 

boosting 171 : 1013.232 
boosting mean 171 : 1052.116 
boosting RMSE 171 : 2802.941 

S: 172 
raw[ 172 ]: -565.4559 
RAW bias 172 : -439.0761 
RAW RMSE 172 : 1553.248 

nnet 172 : 141.4726 
nnet mean 172 : 351.1192 
nnet RMSE 172 : 641.008 

forest 172 : 1477.895 
forest mean 172 : -747.1344 
forest RMSE 172 : 2226.9 

boosting 172 : 1381.865 
boosting mean 172 : 1054.033 
boosting RMSE 172 : 2796.766 

S: 173 
raw[ 173 ]: -338.4321 
RAW bias 173 : -438.4944 
RAW RMSE 173 : 1548.966 

nnet 173 : -375.0582 
nnet mean 173 : 346.9216 
nnet RMSE 173 : 639.7884 

forest 173 : -2388.213 
forest mean 173 : -756.6204 
forest RMSE 173 : 2227.866 

boosting 173 : 2019.200 
boosting mean 173 : 1059.612 
boosting RMSE 173 : 2792.894 

S: 174 
raw[ 174 ]: -209.7702 
RAW bias 174 : -437.1799 
RAW RMSE 174 : 1544.591 

nnet 174 : 1108.859 
nnet mean 174 : 351.3006 
nnet RMSE 174 : 643.4619 

forest 174 : -4310.133 
forest mean 174 : -777.0429 
forest RMSE 174 : 2245.357 

boosting 174 : 2594.152 
boosting mean 174 : 1068.431 
boosting RMSE 174 : 2791.792 

S: 175 
raw[ 175 ]: -1806.279 
RAW bias 175 : -445.0033 
RAW RMSE 175 : 1546.212 

nnet 175 : 254.558 
nnet mean 175 : 350.7478 
nnet RMSE 175 : 641.9093 

forest 175 : -3265.472 
forest mean 175 : -791.2625 
forest RMSE 175 : 2252.499 

boosting 175 : 1458.486 
boosting mean 175 : 1070.660 
boosting RMSE 175 : 2785.987 

S: 176 
raw[ 176 ]: -3072.506 
RAW bias 176 : -459.9323 
RAW RMSE 176 : 1559.110 

nnet 176 : 683.5882 
nnet mean 176 : 352.6389 
nnet RMSE 176 : 642.1538 

forest 176 : -4288.315 
forest mean 176 : -811.132 
forest RMSE 176 : 2269.231 

boosting 176 : 2024.532 
boosting mean 176 : 1076.080 
boosting RMSE 176 : 2782.249 

S: 177 
raw[ 177 ]: -1832.575 
RAW bias 177 : -467.6873 
RAW RMSE 177 : 1560.79 

nnet 177 : 543.5358 
nnet mean 177 : 353.7174 
nnet RMSE 177 : 641.6392 

forest 177 : -3085.927 
forest mean 177 : -823.984 
forest RMSE 177 : 2274.669 

boosting 177 : 1377.453 
boosting mean 177 : 1077.782 
boosting RMSE 177 : 2776.310 

S: 178 
raw[ 178 ]: 300.3906 
RAW bias 178 : -463.3723 
RAW RMSE 178 : 1556.562 

nnet 178 : 445.6055 
nnet mean 178 : 354.2336 
nnet RMSE 178 : 640.7054 

forest 178 : -1608.396 
forest mean 178 : -828.3908 
forest RMSE 178 : 2271.472 

boosting 178 : 1557.352 
boosting mean 178 : 1080.476 
boosting RMSE 178 : 2770.960 

S: 179 
raw[ 179 ]: -559.4579 
RAW bias 179 : -463.9091 
RAW RMSE 179 : 1552.771 

nnet 179 : -266.8827 
nnet mean 179 : 350.7637 
nnet RMSE 179 : 639.2246 

forest 179 : 1019.273 
forest mean 179 : -818.0687 
forest RMSE 179 : 2266.399 

boosting 179 : 169.1161 
boosting mean 179 : 1075.385 
boosting RMSE 179 : 2763.238 

S: 180 
raw[ 180 ]: -12.33788 
RAW bias 180 : -461.4003 
RAW RMSE 180 : 1548.452 

nnet 180 : 1075.344 
nnet mean 180 : 354.7892 
nnet RMSE 180 : 642.4658 

forest 180 : -152.5645 
forest mean 180 : -814.3714 
forest RMSE 180 : 2260.123 

boosting 180 : 257.8101 
boosting mean 180 : 1070.843 
boosting RMSE 180 : 2755.618 

S: 181 
raw[ 181 ]: -661.7087 
RAW bias 181 : -462.507 
RAW RMSE 181 : 1544.952 

nnet 181 : 293.9049 
nnet mean 181 : 354.4528 
nnet RMSE 181 : 641.0609 

forest 181 : -801.38 
forest mean 181 : -814.2997 
forest RMSE 181 : 2254.658 

boosting 181 : 2675.726 
boosting mean 181 : 1079.710 
boosting RMSE 181 : 2755.183 

S: 182 
raw[ 182 ]: -1882.540 
RAW bias 182 : -470.3094 
RAW RMSE 182 : 1547.008 

nnet 182 : 597.4851 
nnet mean 182 : 355.7881 
nnet RMSE 182 : 640.8295 

forest 182 : -3049.716 
forest mean 182 : -826.5822 
forest RMSE 182 : 2259.791 

boosting 182 : 1784.245 
boosting mean 182 : 1083.581 
boosting RMSE 182 : 2750.785 

S: 183 
raw[ 183 ]: -576.9549 
RAW bias 183 : -470.8921 
RAW RMSE 183 : 1543.365 

nnet 183 : -271.5786 
nnet mean 183 : 352.3599 
nnet RMSE 183 : 639.3915 

forest 183 : 884.04 
forest mean 183 : -817.2345 
forest RMSE 183 : 2254.556 

boosting 183 : 1882.419 
boosting mean 183 : 1087.946 
boosting RMSE 183 : 2746.786 

S: 184 
raw[ 184 ]: -946.692 
RAW bias 184 : -473.478 
RAW RMSE 184 : 1540.747 

nnet 184 : 474.3858 
nnet mean 184 : 353.0231 
nnet RMSE 184 : 638.61 

forest 184 : -1888.23 
forest mean 184 : -823.0551 
forest RMSE 184 : 2252.726 

boosting 184 : 2621.377 
boosting mean 184 : 1096.280 
boosting RMSE 184 : 2746.120 

S: 185 
raw[ 185 ]: -1306.821 
RAW bias 185 : -477.9826 
RAW RMSE 185 : 1539.578 

nnet 185 : 301.2755 
nnet mean 185 : 352.7434 
nnet RMSE 185 : 637.2667 

forest 185 : -2943.94 
forest mean 185 : -834.5194 
forest RMSE 185 : 2257.031 

boosting 185 : 3108.660 
boosting mean 185 : 1107.158 
boosting RMSE 185 : 2748.208 

S: 186 
raw[ 186 ]: 10.18523 
RAW bias 186 : -475.358 
RAW RMSE 186 : 1535.434 

nnet 186 : 627.79 
nnet mean 186 : 354.2221 
nnet RMSE 186 : 637.2161 

forest 186 : -1181.349 
forest mean 186 : -836.384 
forest RMSE 186 : 2252.622 

boosting 186 : -1875.544 
boosting mean 186 : 1091.122 
boosting RMSE 186 : 2744.258 

S: 187 
raw[ 187 ]: 2409.343 
RAW bias 187 : -459.9318 
RAW RMSE 187 : 1541.426 

nnet 187 : 1212.143 
nnet mean 187 : 358.8099 
nnet RMSE 187 : 641.662 

forest 187 : 1273.607 
forest mean 187 : -825.1007 
forest RMSE 187 : 2248.52 

boosting 187 : -11998.48 
boosting mean 187 : 1021.124 
boosting RMSE 187 : 2874.115 

S: 188 
raw[ 188 ]: -1235.608 
RAW bias 188 : -464.0577 
RAW RMSE 188 : 1539.960 

nnet 188 : 948.397 
nnet mean 188 : 361.946 
nnet RMSE 188 : 643.6804 

forest 188 : -1985.672 
forest mean 188 : -831.274 
forest RMSE 188 : 2247.203 

boosting 188 : 939.3986 
boosting mean 188 : 1020.689 
boosting RMSE 188 : 2867.28 

S: 189 
raw[ 189 ]: -917.5435 
RAW bias 189 : -466.4571 
RAW RMSE 189 : 1537.330 

nnet 189 : -82.77698 
nnet mean 189 : 359.593 
nnet RMSE 189 : 642.0035 

forest 189 : -1273.077 
forest mean 189 : -833.6115 
forest RMSE 189 : 2243.163 

boosting 189 : 856.8956 
boosting mean 189 : 1019.822 
boosting RMSE 189 : 2860.364 

S: 190 
raw[ 190 ]: -622.1179 
RAW bias 190 : -467.2764 
RAW RMSE 190 : 1533.943 

nnet 190 : 742.7088 
nnet mean 190 : 361.6094 
nnet RMSE 190 : 642.5749 

forest 190 : 93.78324 
forest mean 190 : -828.7305 
forest RMSE 190 : 2237.262 

boosting 190 : 1879.824 
boosting mean 190 : 1024.349 
boosting RMSE 190 : 2856.084 

S: 191 
raw[ 191 ]: -964.3408 
RAW bias 191 : -469.8788 
RAW RMSE 191 : 1531.512 

nnet 191 : 467.7201 
nnet mean 191 : 362.1650 
nnet RMSE 191 : 641.7835 

forest 191 : 479.7547 
forest mean 191 : -821.8798 
forest RMSE 191 : 2231.668 

boosting 191 : 1562.087 
boosting mean 191 : 1027.164 
boosting RMSE 191 : 2850.839 

S: 192 
raw[ 192 ]: -264.6459 
RAW bias 192 : -468.8099 
RAW RMSE 192 : 1527.638 

nnet 192 : 818.3002 
nnet mean 192 : 364.5407 
nnet RMSE 192 : 642.8284 

forest 192 : -1203.809 
forest mean 192 : -823.869 
forest RMSE 192 : 2227.543 

boosting 192 : 3393.834 
boosting mean 192 : 1039.490 
boosting RMSE 192 : 2853.935 

S: 193 
raw[ 193 ]: -901.7025 
RAW bias 193 : -471.0529 
RAW RMSE 193 : 1525.057 

nnet 193 : 162.5038 
nnet mean 193 : 363.4938 
nnet RMSE 193 : 641.2676 

forest 193 : -602.5782 
forest mean 193 : -822.7224 
forest RMSE 193 : 2222.188 

boosting 193 : -2438.217 
boosting mean 193 : 1021.471 
boosting RMSE 193 : 2851.937 

S: 194 
raw[ 194 ]: -2128.113 
RAW bias 194 : -479.5944 
RAW RMSE 194 : 1528.776 

nnet 194 : -18.99704 
nnet mean 194 : 361.5222 
nnet RMSE 194 : 639.6142 

forest 194 : -4345.935 
forest mean 194 : -840.8833 
forest RMSE 194 : 2238.308 

boosting 194 : 2782.698 
boosting mean 194 : 1030.550 
boosting RMSE 194 : 2851.585 

S: 195 
raw[ 195 ]: -2012.631 
RAW bias 195 : -487.4562 
RAW RMSE 195 : 1531.647 

nnet 195 : 160.3427 
nnet mean 195 : 360.4905 
nnet RMSE 195 : 638.0753 

forest 195 : -1682.852 
forest mean 195 : -845.2011 
forest RMSE 195 : 2235.812 

boosting 195 : 2243.627 
boosting mean 195 : 1036.771 
boosting RMSE 195 : 2848.798 

S: 196 
raw[ 196 ]: -773.6821 
RAW bias 196 : -488.9165 
RAW RMSE 196 : 1528.734 

nnet 196 : 19.87443 
nnet mean 196 : 358.7527 
nnet RMSE 196 : 636.4471 

forest 196 : -339.7087 
forest mean 196 : -842.622 
forest RMSE 196 : 2230.233 

boosting 196 : 2725.669 
boosting mean 196 : 1045.387 
boosting RMSE 196 : 2848.183 

S: 197 
raw[ 197 ]: -471.7422 
RAW bias 197 : -488.8293 
RAW RMSE 197 : 1525.219 

nnet 197 : 776.7269 
nnet mean 197 : 360.8744 
nnet RMSE 197 : 637.2372 

forest 197 : 1584.595 
forest mean 197 : -830.3012 
forest RMSE 197 : 2227.428 

boosting 197 : 1581.01 
boosting mean 197 : 1048.106 
boosting RMSE 197 : 2843.177 

S: 198 
raw[ 198 ]: -1344.588 
RAW bias 198 : -493.1513 
RAW RMSE 198 : 1524.361 

nnet 198 : 657.3635 
nnet mean 198 : 362.3718 
nnet RMSE 198 : 637.3404 

forest 198 : -2490.887 
forest mean 198 : -838.688 
forest RMSE 198 : 2228.837 

boosting 198 : -62.15945 
boosting mean 198 : 1042.499 
boosting RMSE 198 : 2835.992 

S: 199 
raw[ 199 ]: -1253.610 
RAW bias 199 : -496.9727 
RAW RMSE 199 : 1523.121 

nnet 199 : 476.7484 
nnet mean 199 : 362.9466 
nnet RMSE 199 : 636.6347 

forest 199 : -3852.887 
forest mean 199 : -853.8347 
forest RMSE 199 : 2239.944 

boosting 199 : 1180.080 
boosting mean 199 : 1043.190 
boosting RMSE 199 : 2830.094 

S: 200 
raw[ 200 ]: -367.2202 
RAW bias 200 : -496.324 
RAW RMSE 200 : 1519.53 

nnet 200 : 688.7488 
nnet mean 200 : 364.5756 
nnet RMSE 200 : 636.9059 

forest 200 : 899.5675 
forest mean 200 : -845.0677 
forest RMSE 200 : 2235.242 

boosting 200 : 2018.03 
boosting mean 200 : 1048.065 
boosting RMSE 200 : 2826.614 


S: 201 
raw[ 201 ]: -2426.287 
RAW bias 201 : -505.9258 
RAW RMSE 201 : 1525.376 

nnet 201 : 585.6808 
nnet mean 201 : 365.6756 
nnet RMSE 201 : 636.6612 

forest 201 : -1338.377 
forest mean 201 : -847.522 
forest RMSE 201 : 2231.672 

boosting 201 : 2521.422 
boosting mean 201 : 1055.395 
boosting RMSE 201 : 2825.177 

S: 202 
raw[ 202 ]: -469.9389 
RAW bias 202 : -505.7476 
RAW RMSE 202 : 1521.955 

nnet 202 : -36.64620 
nnet mean 202 : 363.6839 
nnet RMSE 202 : 635.0886 

forest 202 : -1439.295 
forest mean 202 : -850.4515 
forest RMSE 202 : 2228.444 

boosting 202 : -1336.319 
boosting mean 202 : 1043.555 
boosting RMSE 202 : 2819.744 

S: 203 
raw[ 203 ]: -1959.531 
RAW bias 203 : -512.9091 
RAW RMSE 203 : 1524.418 

nnet 203 : -304.1432 
nnet mean 203 : 360.3941 
nnet RMSE 203 : 633.882 

forest 203 : -1040.347 
forest mean 203 : -851.387 
forest RMSE 203 : 2224.147 

boosting 203 : 964.8153 
boosting mean 203 : 1043.167 
boosting RMSE 203 : 2813.605 

S: 204 
raw[ 204 ]: -4140.171 
RAW bias 204 : -530.6898 
RAW RMSE 204 : 1548.058 

nnet 204 : 167.9996 
nnet mean 204 : 359.451 
nnet RMSE 204 : 632.4358 

forest 204 : -4162.005 
forest mean 204 : -867.6155 
forest RMSE 204 : 2237.743 

boosting 204 : 1712.804 
boosting mean 204 : 1046.449 
boosting RMSE 204 : 2809.261 

S: 205 
raw[ 205 ]: 539.9574 
RAW bias 205 : -525.4671 
RAW RMSE 205 : 1544.738 

nnet 205 : 887.3485 
nnet mean 205 : 362.0261 
nnet RMSE 205 : 633.9281 

forest 205 : -2067.417 
forest mean 205 : -873.4682 
forest RMSE 205 : 2236.944 

boosting 205 : -100.5810 
boosting mean 205 : 1040.854 
boosting RMSE 205 : 2802.410 

S: 206 
raw[ 206 ]: 1382.099 
RAW bias 206 : -516.2071 
RAW RMSE 206 : 1543.99 

nnet 206 : 751.6217 
nnet mean 206 : 363.9174 
nnet RMSE 206 : 634.5522 

forest 206 : -2390.875 
forest mean 206 : -880.8342 
forest RMSE 206 : 2237.717 

boosting 206 : 512.8646 
boosting mean 206 : 1038.291 
boosting RMSE 206 : 2795.828 

S: 207 
raw[ 207 ]: 1596.948 
RAW bias 207 : -505.9986 
RAW RMSE 207 : 1544.250 

nnet 207 : 1569.812 
nnet mean 207 : 369.7430 
nnet RMSE 207 : 642.352 

forest 207 : 789.0522 
forest mean 207 : -872.7671 
forest RMSE 207 : 2232.979 

boosting 207 : 2531.305 
boosting mean 207 : 1045.503 
boosting RMSE 207 : 2794.61 

S: 208 
raw[ 208 ]: -960.953 
RAW bias 208 : -508.1859 
RAW RMSE 208 : 1541.974 

nnet 208 : -78.72523 
nnet mean 208 : 367.5869 
nnet RMSE 208 : 640.8293 

forest 208 : -475.8449 
forest mean 208 : -870.8589 
forest RMSE 208 : 2227.849 

boosting 208 : 2944.016 
boosting mean 208 : 1054.631 
boosting RMSE 208 : 2795.347 

S: 209 
raw[ 209 ]: 440.6138 
RAW bias 209 : -503.6462 
RAW RMSE 209 : 1538.583 

nnet 209 : 334.1912 
nnet mean 209 : 367.4271 
nnet RMSE 209 : 639.7122 

forest 209 : -746.2547 
forest mean 209 : -870.2627 
forest RMSE 209 : 2223.112 

boosting 209 : -1701.555 
boosting mean 209 : 1041.443 
boosting RMSE 209 : 2791.135 

S: 210 
raw[ 210 ]: -1991.349 
RAW bias 210 : -510.7305 
RAW RMSE 210 : 1541.054 

nnet 210 : 399.1413 
nnet mean 210 : 367.5781 
nnet RMSE 210 : 638.7814 

forest 210 : -2398.996 
forest mean 210 : -877.5423 
forest RMSE 210 : 2223.982 

boosting 210 : 1299.143 
boosting mean 210 : 1042.671 
boosting RMSE 210 : 2785.924 

S: 211 
raw[ 211 ]: -2838.657 
RAW bias 211 : -521.7633 
RAW RMSE 211 : 1549.768 

nnet 211 : -609.1883 
nnet mean 211 : 362.9489 
nnet RMSE 211 : 638.6443 

forest 211 : -6062.247 
forest mean 211 : -902.1144 
forest RMSE 211 : 2257.616 

boosting 211 : 2349.944 
boosting mean 211 : 1048.866 
boosting RMSE 211 : 2784.019 

S: 212 
raw[ 212 ]: -823.0915 
RAW bias 212 : -523.1847 
RAW RMSE 212 : 1547.142 

nnet 212 : 622.4747 
nnet mean 212 : 364.1730 
nnet RMSE 212 : 638.569 

forest 212 : -2352.884 
forest mean 212 : -908.9577 
forest RMSE 212 : 2258.075 

boosting 212 : 1015.806 
boosting mean 212 : 1048.710 
boosting RMSE 212 : 2778.321 

S: 213 
raw[ 213 ]: 2758.437 
RAW bias 213 : -507.778 
RAW RMSE 213 : 1555.035 

nnet 213 : 1407.570 
nnet mean 213 : 369.0716 
nnet RMSE 213 : 644.3273 

forest 213 : 3309.481 
forest mean 213 : -889.1528 
forest RMSE 213 : 2264.152 

boosting 213 : 2133.508 
boosting mean 213 : 1053.803 
boosting RMSE 213 : 2775.644 

S: 214 
raw[ 214 ]: 374.135 
RAW bias 214 : -503.6569 
RAW RMSE 214 : 1551.608 

nnet 214 : 995.8134 
nnet mean 214 : 372.0003 
nnet RMSE 214 : 646.4143 

forest 214 : 44.94699 
forest mean 214 : -884.7878 
forest RMSE 214 : 2258.858 

boosting 214 : 2140.679 
boosting mean 214 : 1058.882 
boosting RMSE 214 : 2773.015 

S: 215 
raw[ 215 ]: 690.0543 
RAW bias 215 : -498.1048 
RAW RMSE 215 : 1548.711 

nnet 215 : 572.0395 
nnet mean 215 : 372.9307 
nnet RMSE 215 : 646.0882 

forest 215 : 593.6885 
forest mean 215 : -877.9112 
forest RMSE 215 : 2253.962 

boosting 215 : 557.8914 
boosting mean 215 : 1056.552 
boosting RMSE 215 : 2766.82 

S: 216 
raw[ 216 ]: 349.5281 
RAW bias 216 : -494.1805 
RAW RMSE 216 : 1545.304 

nnet 216 : 463.7825 
nnet mean 216 : 373.3513 
nnet RMSE 216 : 645.3629 

forest 216 : 1488.624 
forest mean 216 : -866.955 
forest RMSE 216 : 2251.019 

boosting 216 : 2538.734 
boosting mean 216 : 1063.414 
boosting RMSE 216 : 2765.807 

S: 217 
raw[ 217 ]: -810.1944 
RAW bias 217 : -495.6368 
RAW RMSE 217 : 1542.720 

nnet 217 : 387.2517 
nnet mean 217 : 373.4154 
nnet RMSE 217 : 644.4106 

forest 217 : -919.9372 
forest mean 217 : -867.1992 
forest RMSE 217 : 2246.694 

boosting 217 : 826.5374 
boosting mean 217 : 1062.322 
boosting RMSE 217 : 2759.998 

S: 218 
raw[ 218 ]: -1846.543 
RAW bias 218 : -501.8336 
RAW RMSE 218 : 1544.251 

nnet 218 : 407.9853 
nnet mean 218 : 373.574 
nnet RMSE 218 : 643.5244 

forest 218 : -1891.144 
forest mean 218 : -871.8962 
forest RMSE 218 : 2245.192 

boosting 218 : 2196.176 
boosting mean 218 : 1067.523 
boosting RMSE 218 : 2757.674 

S: 219 
raw[ 219 ]: -2692.884 
RAW bias 219 : -511.8384 
RAW RMSE 219 : 1551.429 

nnet 219 : 291.805 
nnet mean 219 : 373.2006 
nnet RMSE 219 : 642.3562 

forest 219 : -2509.613 
forest mean 219 : -879.3743 
forest RMSE 219 : 2246.47 

boosting 219 : 1566.202 
boosting mean 219 : 1069.800 
boosting RMSE 219 : 2753.406 

S: 220 
raw[ 220 ]: -2291.449 
RAW bias 220 : -519.9276 
RAW RMSE 220 : 1555.590 

nnet 220 : -166.0098 
nnet mean 220 : 370.7496 
nnet RMSE 220 : 640.9924 

forest 220 : -3527.767 
forest mean 220 : -891.4125 
forest RMSE 220 : 2253.943 

boosting 220 : 1754.254 
boosting mean 220 : 1072.912 
boosting RMSE 220 : 2749.686 

S: 221 
raw[ 221 ]: -2942.159 
RAW bias 221 : -530.8879 
RAW RMSE 221 : 1564.634 

nnet 221 : -98.3932 
nnet mean 221 : 368.6268 
nnet RMSE 221 : 639.5748 

forest 221 : -1909.918 
forest mean 221 : -896.0211 
forest RMSE 221 : 2252.504 

boosting 221 : 1729.416 
boosting mean 221 : 1075.882 
boosting RMSE 221 : 2745.923 

S: 222 
raw[ 222 ]: -1370.210 
RAW bias 222 : -534.6686 
RAW RMSE 222 : 1563.812 

nnet 222 : -231.8593 
nnet mean 222 : 365.9219 
nnet RMSE 222 : 638.3224 

forest 222 : -2041.958 
forest mean 222 : -901.183 
forest RMSE 222 : 2251.6 

boosting 222 : 1870.463 
boosting mean 222 : 1079.461 
boosting RMSE 222 : 2742.606 

S: 223 
raw[ 223 ]: -189.1942 
RAW bias 223 : -533.1194 
RAW RMSE 223 : 1560.353 

nnet 223 : -722.9307 
nnet mean 223 : 361.0392 
nnet RMSE 223 : 638.7268 

forest 223 : -539.7017 
forest mean 223 : -899.562 
forest RMSE 223 : 2246.837 

boosting 223 : 2257.149 
boosting mean 223 : 1084.743 
boosting RMSE 223 : 2740.621 

S: 224 
raw[ 224 ]: -54.69961 
RAW bias 224 : -530.9836 
RAW RMSE 224 : 1556.871 

nnet 224 : 1232.015 
nnet mean 224 : 364.9275 
nnet RMSE 224 : 642.5938 

forest 224 : -1429.554 
forest mean 224 : -901.928 
forest RMSE 224 : 2243.850 

boosting 224 : -1349.019 
boosting mean 224 : 1073.878 
boosting RMSE 224 : 2735.982 

S: 225 
raw[ 225 ]: -149.8747 
RAW bias 225 : -529.2898 
RAW RMSE 225 : 1553.439 

nnet 225 : 906.5196 
nnet mean 225 : 367.3346 
nnet RMSE 225 : 644.0061 

forest 225 : -965.3592 
forest mean 225 : -902.21 
forest RMSE 225 : 2239.782 

boosting 225 : 1513.93 
boosting mean 225 : 1075.833 
boosting RMSE 225 : 2731.760 

S: 226 
raw[ 226 ]: -999.158 
RAW bias 226 : -531.3689 
RAW RMSE 226 : 1551.423 

nnet 226 : -99.61579 
nnet mean 226 : 365.2684 
nnet RMSE 226 : 642.6139 

forest 226 : 451.0788 
forest mean 226 : -896.222 
forest RMSE 226 : 2235.023 

boosting 226 : 1986.048 
boosting mean 226 : 1079.861 
boosting RMSE 226 : 2728.91 

S: 227 
raw[ 227 ]: 1284.552 
RAW bias 227 : -523.3692 
RAW RMSE 227 : 1550.348 

nnet 227 : 1309.323 
nnet mean 227 : 369.4272 
nnet RMSE 227 : 647.0592 

forest 227 : 80.71463 
forest mean 227 : -891.9182 
forest RMSE 227 : 2230.101 

boosting 227 : -9096.66 
boosting mean 227 : 1035.030 
boosting RMSE 227 : 2789.028 

S: 228 
raw[ 228 ]: -2214.646 
RAW bias 228 : -530.7871 
RAW RMSE 228 : 1553.882 

nnet 228 : 11.62783 
nnet mean 228 : 367.8579 
nnet RMSE 228 : 645.6391 

forest 228 : -1994.325 
forest mean 228 : -896.7534 
forest RMSE 228 : 2229.121 

boosting 228 : 2816.243 
boosting mean 228 : 1042.843 
boosting RMSE 228 : 2789.148 

S: 229 
raw[ 229 ]: -1757.834 
RAW bias 229 : -536.1454 
RAW RMSE 229 : 1554.831 

nnet 229 : 340.7661 
nnet mean 229 : 367.7396 
nnet RMSE 229 : 644.6213 

forest 229 : -1615.239 
forest mean 229 : -899.8909 
forest RMSE 229 : 2226.809 

boosting 229 : 665.9021 
boosting mean 229 : 1041.197 
boosting RMSE 229 : 2783.399 

S: 230 
raw[ 230 ]: 2456.594 
RAW bias 230 : -523.1335 
RAW RMSE 230 : 1559.88 

nnet 230 : 563.6416 
nnet mean 230 : 368.5914 
nnet RMSE 230 : 644.2912 

forest 230 : 2732.152 
forest mean 230 : -884.0994 
forest RMSE 230 : 2229.254 

boosting 230 : -1178.2 
boosting mean 230 : 1031.547 
boosting RMSE 230 : 2778.428 

S: 231 
raw[ 231 ]: -1230.171 
RAW bias 231 : -526.1942 
RAW RMSE 231 : 1558.603 

nnet 231 : 575.9271 
nnet mean 231 : 369.4889 
nnet RMSE 231 : 644.0109 

forest 231 : 945.2884 
forest mean 231 : -876.18 
forest RMSE 231 : 2225.293 

boosting 231 : 1225.383 
boosting mean 231 : 1032.386 
boosting RMSE 231 : 2773.580 

S: 232 
raw[ 232 ]: 191.4571 
RAW bias 232 : -523.1009 
RAW RMSE 232 : 1555.291 

nnet 232 : 25.05342 
nnet mean 232 : 368.0043 
nnet RMSE 232 : 642.6236 

forest 232 : 1761.281 
forest mean 232 : -864.8116 
forest RMSE 232 : 2223.500 

boosting 232 : -9307.93 
boosting mean 232 : 987.8159 
boosting RMSE 232 : 2834.259 

S: 233 
raw[ 233 ]: -1543.842 
RAW bias 233 : -527.4818 
RAW RMSE 233 : 1555.242 

nnet 233 : 357.4149 
nnet mean 233 : 367.9588 
nnet RMSE 233 : 641.6704 

forest 233 : -1265.668 
forest mean 233 : -866.532 
forest RMSE 233 : 2220.273 

boosting 233 : 1727.983 
boosting mean 233 : 990.9925 
boosting RMSE 233 : 2830.435 

S: 234 
raw[ 234 ]: -551.6481 
RAW bias 234 : -527.5851 
RAW RMSE 234 : 1552.335 

nnet 234 : 784.5637 
nnet mean 234 : 369.7392 
nnet RMSE 234 : 642.3487 

forest 234 : 1410.615 
forest mean 234 : -856.8006 
forest RMSE 234 : 2217.442 

boosting 234 : 2411.779 
boosting mean 234 : 997.0643 
boosting RMSE 234 : 2828.778 

S: 235 
raw[ 235 ]: -910.3357 
RAW bias 235 : -529.2138 
RAW RMSE 235 : 1550.166 

nnet 235 : 781.4553 
nnet mean 235 : 371.4912 
nnet RMSE 235 : 643.0044 

forest 235 : -1339.899 
forest mean 235 : -858.8563 
forest RMSE 235 : 2214.444 

boosting 235 : 1216.275 
boosting mean 235 : 997.997 
boosting RMSE 235 : 2823.867 

S: 236 
raw[ 236 ]: -1743.777 
RAW bias 236 : -534.3602 
RAW RMSE 236 : 1551.037 

nnet 236 : 458.8344 
nnet mean 236 : 371.8613 
nnet RMSE 236 : 642.3355 

forest 236 : -1283.056 
forest mean 236 : -860.6538 
forest RMSE 236 : 2211.326 

boosting 236 : 1790.328 
boosting mean 236 : 1001.354 
boosting RMSE 236 : 2820.287 

S: 237 
raw[ 237 ]: -990.681 
RAW bias 237 : -536.2856 
RAW RMSE 237 : 1549.099 

nnet 237 : -151.4124 
nnet mean 237 : 369.6534 
nnet RMSE 237 : 641.0543 

forest 237 : -3691.618 
forest mean 237 : -872.5988 
forest RMSE 237 : 2219.646 

boosting 237 : 1400.924 
boosting mean 237 : 1003.040 
boosting RMSE 237 : 2815.802 

S: 238 
raw[ 238 ]: -1124.461 
RAW bias 238 : -538.757 
RAW RMSE 238 : 1547.558 

nnet 238 : 242.7003 
nnet mean 238 : 369.12 
nnet RMSE 238 : 639.8996 

forest 238 : -447.6014 
forest mean 238 : -870.813 
forest RMSE 238 : 2215.168 

boosting 238 : 1157.977 
boosting mean 238 : 1003.691 
boosting RMSE 238 : 2810.882 

S: 239 
raw[ 239 ]: -960.2016 
RAW bias 239 : -540.5203 
RAW RMSE 239 : 1545.566 

nnet 239 : 380.8679 
nnet mean 239 : 369.1691 
nnet RMSE 239 : 639.0345 

forest 239 : -160.1471 
forest mean 239 : -867.8396 
forest RMSE 239 : 2210.554 

boosting 239 : 2233.911 
boosting mean 239 : 1008.839 
boosting RMSE 239 : 2808.715 

S: 240 
raw[ 240 ]: -658.0225 
RAW bias 240 : -541.0099 
RAW RMSE 240 : 1542.927 

nnet 240 : -425.5195 
nnet mean 240 : 365.8579 
nnet RMSE 240 : 638.2931 

forest 240 : -3425.439 
forest mean 240 : -878.4962 
forest RMSE 240 : 2216.997 

boosting 240 : 143.4580 
boosting mean 240 : 1005.233 
boosting RMSE 240 : 2802.873 

S: 241 
raw[ 241 ]: -1242.188 
RAW bias 241 : -543.9194 
RAW RMSE 241 : 1541.801 

nnet 241 : 61.10158 
nnet mean 241 : 364.5934 
nnet RMSE 241 : 636.9796 

forest 241 : -2638.896 
forest mean 241 : -885.8008 
forest RMSE 241 : 2218.914 

boosting 241 : 3044.77 
boosting mean 241 : 1013.696 
boosting RMSE 241 : 2803.92 

S: 242 
raw[ 242 ]: 67.83128 
RAW bias 242 : -541.3915 
RAW RMSE 242 : 1538.618 

nnet 242 : -538.0695 
nnet mean 242 : 360.8634 
nnet RMSE 242 : 636.6025 

forest 242 : -1093.989 
forest mean 242 : -886.661 
forest RMSE 242 : 2215.441 

boosting 242 : 710.371 
boosting mean 242 : 1012.442 
boosting RMSE 242 : 2798.493 

S: 243 
raw[ 243 ]: -2052.772 
RAW bias 243 : -547.6112 
RAW RMSE 243 : 1541.086 

nnet 243 : 482.2866 
nnet mean 243 : 361.3630 
nnet RMSE 243 : 636.0442 

forest 243 : -4203.573 
forest mean 243 : -900.311 
forest RMSE 243 : 2227.262 

boosting 243 : -60.12929 
boosting mean 243 : 1008.029 
boosting RMSE 243 : 2792.732 

S: 244 
raw[ 244 ]: -3383.554 
RAW bias 244 : -559.2339 
RAW RMSE 244 : 1553.104 

nnet 244 : -610.533 
nnet mean 244 : 357.3799 
nnet RMSE 244 : 635.9417 

forest 244 : -1844.779 
forest mean 244 : -904.1817 
forest RMSE 244 : 2225.828 

boosting 244 : 141.4255 
boosting mean 244 : 1004.477 
boosting RMSE 244 : 2787.018 

S: 245 
raw[ 245 ]: 52.75239 
RAW bias 245 : -556.736 
RAW RMSE 245 : 1549.935 

nnet 245 : 450.5956 
nnet mean 245 : 357.7603 
nnet RMSE 245 : 635.2951 

forest 245 : -719.234 
forest mean 245 : -903.4268 
forest RMSE 245 : 2221.757 

boosting 245 : 1459.843 
boosting mean 245 : 1006.335 
boosting RMSE 245 : 2782.887 

S: 246 
raw[ 246 ]: 2375.614 
RAW bias 246 : -544.8158 
RAW RMSE 246 : 1554.179 

nnet 246 : 676.2099 
nnet mean 246 : 359.0548 
nnet RMSE 246 : 635.4668 

forest 246 : 1580.118 
forest mean 246 : -893.3311 
forest RMSE 246 : 2219.524 

boosting 246 : 2063.798 
boosting mean 246 : 1010.634 
boosting RMSE 246 : 2780.341 

S: 247 
raw[ 247 ]: 2631.927 
RAW bias 247 : -531.9545 
RAW RMSE 247 : 1560.044 

nnet 247 : 1552.892 
nnet mean 247 : 363.8882 
nnet RMSE 247 : 641.8304 

forest 247 : 2710.515 
forest mean 247 : -878.7406 
forest RMSE 247 : 2221.730 

boosting 247 : 1106.801 
boosting mean 247 : 1011.023 
boosting RMSE 247 : 2775.600 

S: 248 
raw[ 248 ]: 1595.045 
RAW bias 248 : -523.3779 
RAW RMSE 248 : 1560.187 

nnet 248 : 996.2734 
nnet mean 248 : 366.4381 
nnet RMSE 248 : 643.6516 

forest 248 : 4165.533 
forest mean 248 : -858.4008 
forest RMSE 248 : 2232.969 

boosting 248 : -12388.48 
boosting mean 248 : 956.9932 
boosting RMSE 248 : 2879.538 

S: 249 
raw[ 249 ]: 1114.838 
RAW bias 249 : -516.7987 
RAW RMSE 249 : 1558.653 

nnet 249 : 425.3341 
nnet mean 249 : 366.6747 
nnet RMSE 249 : 642.9231 

forest 249 : 1638.189 
forest mean 249 : -848.3744 
forest RMSE 249 : 2230.897 

boosting 249 : 1231.049 
boosting mean 249 : 958.0938 
boosting RMSE 249 : 2874.809 

S: 250 
raw[ 250 ]: 760.9208 
RAW bias 250 : -511.6879 
RAW RMSE 250 : 1556.277 

nnet 250 : 343.9024 
nnet mean 250 : 366.5836 
nnet RMSE 250 : 642.0045 

forest 250 : -1107.480 
forest mean 250 : -849.4108 
forest RMSE 250 : 2227.532 

boosting 250 : 1471.472 
boosting mean 250 : 960.1473 
boosting RMSE 250 : 2870.563 

S: 251 
raw[ 251 ]: -87.1976 
RAW bias 251 : -509.9967 
RAW RMSE 251 : 1553.183 

nnet 251 : 311.1474 
nnet mean 251 : 366.3627 
nnet RMSE 251 : 641.0253 

forest 251 : -414.1823 
forest mean 251 : -847.6768 
forest RMSE 251 : 2223.244 

boosting 251 : 2207.165 
boosting mean 251 : 965.1155 
boosting RMSE 251 : 2868.224 

S: 252 
raw[ 252 ]: -194.2092 
RAW bias 252 : -508.7435 
RAW RMSE 252 : 1550.147 

nnet 252 : 192.4875 
nnet mean 252 : 365.6727 
nnet RMSE 252 : 639.867 

forest 252 : -1027.101 
forest mean 252 : -848.3888 
forest RMSE 252 : 2219.772 

boosting 252 : 1591.826 
boosting mean 252 : 967.6025 
boosting RMSE 252 : 2864.283 

S: 253 
raw[ 253 ]: -2994.028 
RAW bias 253 : -518.5668 
RAW RMSE 253 : 1558.489 

nnet 253 : -97.79052 
nnet mean 253 : 363.8409 
nnet RMSE 253 : 638.6308 

forest 253 : -3668.554 
forest mean 253 : -859.5357 
forest RMSE 253 : 2227.354 

boosting 253 : 291.4412 
boosting mean 253 : 964.9299 
boosting RMSE 253 : 2858.676 

S: 254 
raw[ 254 ]: 1360.118 
RAW bias 254 : -511.1704 
RAW RMSE 254 : 1557.758 

nnet 254 : 693.6256 
nnet mean 254 : 365.1392 
nnet RMSE 254 : 638.8566 

forest 254 : 892.7048 
forest mean 254 : -852.6371 
forest RMSE 254 : 2223.671 

boosting 254 : 2093.415 
boosting mean 254 : 969.3728 
boosting RMSE 254 : 2856.065 

S: 255 
raw[ 255 ]: 1389.073 
RAW bias 255 : -503.7185 
RAW RMSE 255 : 1557.132 

nnet 255 : 667.412 
nnet mean 255 : 366.3246 
nnet RMSE 255 : 638.9711 

forest 255 : 361.9447 
forest mean 255 : -847.874 
forest RMSE 255 : 2219.422 

boosting 255 : -1336.975 
boosting mean 255 : 960.3283 
boosting RMSE 255 : 2851.689 

S: 256 
raw[ 256 ]: 319.3396 
RAW bias 256 : -500.5034 
RAW RMSE 256 : 1554.216 

nnet 256 : -36.12613 
nnet mean 256 : 364.7525 
nnet RMSE 256 : 637.7259 

forest 256 : -1818.239 
forest mean 256 : -851.6645 
forest RMSE 256 : 2217.996 

boosting 256 : 1094.701 
boosting mean 256 : 960.8531 
boosting RMSE 256 : 2846.936 

S: 257 
raw[ 257 ]: -2560.441 
RAW bias 257 : -508.5187 
RAW RMSE 257 : 1559.39 

nnet 257 : -129.4779 
nnet mean 257 : 362.8295 
nnet RMSE 257 : 636.5352 

forest 257 : -3086.137 
forest mean 257 : -860.359 
forest RMSE 257 : 2222.031 

boosting 257 : 1816.034 
boosting mean 257 : 964.1807 
boosting RMSE 257 : 2843.649 

S: 258 
raw[ 258 ]: -1418.308 
RAW bias 258 : -512.045 
RAW RMSE 258 : 1558.868 

nnet 258 : -221.0797 
nnet mean 258 : 360.5663 
nnet RMSE 258 : 635.4495 

forest 258 : -219.0152 
forest mean 258 : -857.8732 
forest RMSE 258 : 2217.763 

boosting 258 : 2096.648 
boosting mean 258 : 968.5701 
boosting RMSE 258 : 2841.133 

S: 259 
raw[ 259 ]: 928.6448 
RAW bias 259 : -506.4825 
RAW RMSE 259 : 1556.925 

nnet 259 : -733.3065 
nnet mean 259 : 356.3428 
nnet RMSE 259 : 635.8563 

forest 259 : 429.0294 
forest mean 259 : -852.9044 
forest RMSE 259 : 2213.638 

boosting 259 : -611.309 
boosting mean 259 : 962.4702 
boosting RMSE 259 : 2835.897 

S: 260 
raw[ 260 ]: 320.0587 
RAW bias 260 : -503.3035 
RAW RMSE 260 : 1554.055 

nnet 260 : 910.8275 
nnet mean 260 : 358.4754 
nnet RMSE 260 : 637.1412 

forest 260 : 1379.952 
forest mean 260 : -844.3165 
forest RMSE 260 : 2211.034 

boosting 260 : -1025.886 
boosting mean 260 : 954.8227 
boosting RMSE 260 : 2831.153 

S: 261 
raw[ 261 ]: -1468.073 
RAW bias 261 : -507 
RAW RMSE 261 : 1553.735 

nnet 261 : 20.09308 
nnet mean 261 : 357.1790 
nnet RMSE 261 : 635.9207 

forest 261 : -1448.287 
forest mean 261 : -846.6306 
forest RMSE 261 : 2208.614 

boosting 261 : 2298.757 
boosting mean 261 : 959.9718 
boosting RMSE 261 : 2829.305 

S: 262 
raw[ 262 ]: 2691.833 
RAW bias 262 : -494.7907 
RAW RMSE 262 : 1559.658 

nnet 262 : 77.63559 
nnet mean 262 : 356.112 
nnet RMSE 262 : 634.7241 

forest 262 : 3976.362 
forest mean 262 : -828.2222 
forest RMSE 262 : 2218.041 

boosting 262 : -5654.154 
boosting mean 262 : 934.727 
boosting RMSE 262 : 2845.423 

S: 263 
raw[ 263 ]: -269.4393 
RAW bias 263 : -493.9338 
RAW RMSE 263 : 1556.779 

nnet 263 : 513.4921 
nnet mean 263 : 356.7104 
nnet RMSE 263 : 634.307 

forest 263 : -1522.238 
forest mean 263 : -830.861 
forest RMSE 263 : 2215.809 

boosting 263 : -1346.935 
boosting mean 263 : 926.0516 
boosting RMSE 263 : 2841.222 

S: 264 
raw[ 264 ]: -2163.258 
RAW bias 264 : -500.257 
RAW RMSE 264 : 1559.521 

nnet 264 : 633.0041 
nnet mean 264 : 357.757 
nnet RMSE 264 : 634.302 

forest 264 : -4979.266 
forest mean 264 : -846.5747 
forest RMSE 264 : 2232.74 

boosting 264 : 1453.824 
boosting mean 264 : 928.0507 
boosting RMSE 264 : 2837.247 

S: 265 
raw[ 265 ]: -1270.992 
RAW bias 265 : -503.1655 
RAW RMSE 265 : 1558.533 

nnet 265 : 866.8818 
nnet mean 265 : 359.6782 
nnet RMSE 265 : 635.3398 

forest 265 : -739.0785 
forest mean 265 : -846.169 
forest RMSE 265 : 2228.986 

boosting 265 : 474.2027 
boosting mean 265 : 926.338 
boosting RMSE 265 : 2832.039 

S: 266 
raw[ 266 ]: -459.1497 
RAW bias 266 : -503 
RAW RMSE 266 : 1555.855 

nnet 266 : 919.212 
nnet mean 266 : 361.7817 
nnet RMSE 266 : 636.644 

forest 266 : 303.3119 
forest mean 266 : -841.8477 
forest RMSE 266 : 2224.869 

boosting 266 : 2390.735 
boosting mean 266 : 931.8433 
boosting RMSE 266 : 2830.509 

S: 267 
raw[ 267 ]: -604.8171 
RAW bias 267 : -503.3813 
RAW RMSE 267 : 1553.38 

nnet 267 : -754.3581 
nnet mean 267 : 357.6014 
nnet RMSE 267 : 637.1255 

forest 267 : 1223.262 
forest mean 267 : -834.1132 
forest RMSE 267 : 2221.961 

boosting 267 : 1330.255 
boosting mean 267 : 933.3355 
boosting RMSE 267 : 2826.376 

S: 268 
raw[ 268 ]: -705.163 
RAW bias 268 : -504.1342 
RAW RMSE 268 : 1551.077 

nnet 268 : 788.7526 
nnet mean 268 : 359.2102 
nnet RMSE 268 : 637.7583 

forest 268 : -473.7001 
forest mean 268 : -832.7684 
forest RMSE 268 : 2218 

boosting 268 : 2424.297 
boosting mean 268 : 938.8988 
boosting RMSE 268 : 2824.982 

S: 269 
raw[ 269 ]: -640.6847 
RAW bias 269 : -504.6419 
RAW RMSE 269 : 1548.684 

nnet 269 : -235.2226 
nnet mean 269 : 357.0004 
nnet RMSE 269 : 636.7333 

forest 269 : -248.0828 
forest mean 269 : -830.5948 
forest RMSE 269 : 2213.925 

boosting 269 : 1604.291 
boosting mean 269 : 941.3724 
boosting RMSE 269 : 2821.422 

S: 270 
raw[ 270 ]: -1835.092 
RAW bias 270 : -509.5695 
RAW RMSE 270 : 1549.843 

nnet 270 : -726.4644 
nnet mean 270 : 352.9876 
nnet RMSE 270 : 637.089 

forest 270 : -986.4288 
forest mean 270 : -831.172 
forest RMSE 270 : 2210.637 

boosting 270 : 2500.992 
boosting mean 270 : 947.1487 
boosting RMSE 270 : 2820.303 

S: 271 
raw[ 271 ]: -2220.647 
RAW bias 271 : -515.8834 
RAW RMSE 271 : 1552.851 

nnet 271 : -317.1304 
nnet mean 271 : 350.5148 
nnet RMSE 271 : 636.2041 

forest 271 : -654.6168 
forest mean 271 : -830.5205 
forest RMSE 271 : 2206.913 

boosting 271 : 1525.141 
boosting mean 271 : 949.2815 
boosting RMSE 271 : 2816.618 

S: 272 
raw[ 272 ]: 1505.201 
RAW bias 272 : -508.4529 
RAW RMSE 272 : 1552.678 

nnet 272 : 302.5831 
nnet mean 272 : 350.3386 
nnet RMSE 272 : 635.2985 

forest 272 : 3660.233 
forest mean 272 : -814.0104 
forest RMSE 272 : 2214.004 

boosting 272 : -539.129 
boosting mean 272 : 943.8094 
boosting RMSE 272 : 2811.626 

S: 273 
raw[ 273 ]: -1333.781 
RAW bias 273 : -511.4761 
RAW RMSE 273 : 1551.933 

nnet 273 : -104.7836 
nnet mean 273 : 348.6715 
nnet RMSE 273 : 634.1656 

forest 273 : -1709.367 
forest mean 273 : -817.29 
forest RMSE 273 : 2212.365 

boosting 273 : 456.6974 
boosting mean 273 : 942.0252 
boosting RMSE 273 : 2806.608 

S: 274 
raw[ 274 ]: 620.1837 
RAW bias 274 : -507.346 
RAW RMSE 274 : 1549.551 

nnet 274 : 196.3707 
nnet mean 274 : 348.1156 
nnet RMSE 274 : 633.1185 

forest 274 : -3020.495 
forest mean 274 : -825.331 
forest RMSE 274 : 2215.851 

boosting 274 : 2279.384 
boosting mean 274 : 946.906 
boosting RMSE 274 : 2804.864 

S: 275 
raw[ 275 ]: -645.5794 
RAW bias 275 : -507.8486 
RAW RMSE 275 : 1547.221 

nnet 275 : 1088.460 
nnet mean 275 : 350.8078 
nnet RMSE 275 : 635.3657 

forest 275 : -464.1787 
forest mean 275 : -824.0177 
forest RMSE 275 : 2211.995 

boosting 275 : 2454.629 
boosting mean 275 : 952.3887 
boosting RMSE 275 : 2803.670 

S: 276 
raw[ 276 ]: -1423.611 
RAW bias 276 : -511.1666 
RAW RMSE 276 : 1546.791 

nnet 276 : 230.7297 
nnet mean 276 : 350.3727 
nnet RMSE 276 : 634.3657 

forest 276 : -866.4075 
forest mean 276 : -824.1713 
forest RMSE 276 : 2208.6 

boosting 276 : 1226.314 
boosting mean 276 : 953.3811 
boosting RMSE 276 : 2799.559 

S: 277 
raw[ 277 ]: -676.749 
RAW bias 277 : -511.7644 
RAW RMSE 277 : 1544.532 

nnet 277 : 201.1881 
nnet mean 277 : 349.8341 
nnet RMSE 277 : 633.335 

forest 277 : -2465.959 
forest mean 277 : -830.0983 
forest RMSE 277 : 2209.583 

boosting 277 : 1075.351 
boosting mean 277 : 953.8215 
boosting RMSE 277 : 2795.248 

S: 278 
raw[ 278 ]: -1152.640 
RAW bias 278 : -514.0697 
RAW RMSE 278 : 1543.301 

nnet 278 : 136.2356 
nnet mean 278 : 349.0658 
nnet RMSE 278 : 632.2477 

forest 278 : -2996.067 
forest mean 278 : -837.8896 
forest RMSE 278 : 2212.913 

boosting 278 : 2885.632 
boosting mean 278 : 960.7704 
boosting RMSE 278 : 2795.579 

S: 279 
raw[ 279 ]: -1937.029 
RAW bias 279 : -519.1699 
RAW RMSE 279 : 1544.891 

nnet 279 : -444.0666 
nnet mean 279 : 346.223 
nnet RMSE 279 : 631.6733 

forest 279 : -640.5213 
forest mean 279 : -837.1821 
forest RMSE 279 : 2209.277 

boosting 279 : 1494.720 
boosting mean 279 : 962.6842 
boosting RMSE 279 : 2791.998 

S: 280 
raw[ 280 ]: -1754.795 
RAW bias 280 : -523.5829 
RAW RMSE 280 : 1545.691 

nnet 280 : -374.7491 
nnet mean 280 : 343.6481 
nnet RMSE 280 : 630.9419 

forest 280 : -2227.640 
forest mean 280 : -842.148 
forest RMSE 280 : 2209.343 

boosting 280 : 1566.776 
boosting mean 280 : 964.8417 
boosting RMSE 280 : 2788.581 

S: 281 
raw[ 281 ]: -2094.252 
RAW bias 281 : -529.1724 
RAW RMSE 281 : 1547.988 

nnet 281 : -179.488 
nnet mean 281 : 341.7864 
nnet RMSE 281 : 629.9092 

forest 281 : -2267.635 
forest mean 281 : -847.221 
forest RMSE 281 : 2209.553 

boosting 281 : -286.6240 
boosting mean 281 : 960.388 
boosting RMSE 281 : 2783.667 

S: 282 
raw[ 282 ]: 2350.991 
RAW bias 282 : -518.9591 
RAW RMSE 282 : 1551.570 

nnet 282 : 1354.208 
nnet mean 282 : 345.3766 
nnet RMSE 282 : 633.9414 

forest 282 : 2260.467 
forest mean 282 : -836.2008 
forest RMSE 282 : 2209.735 

boosting 282 : 2579.434 
boosting mean 282 : 966.1294 
boosting RMSE 282 : 2782.969 

S: 283 
raw[ 283 ]: 454.0274 
RAW bias 283 : -515.521 
RAW RMSE 283 : 1549.062 

nnet 283 : 790.3626 
nnet mean 283 : 346.949 
nnet RMSE 283 : 634.562 

forest 283 : -1180.231 
forest mean 283 : -837.4165 
forest RMSE 283 : 2206.943 

boosting 283 : 457.1211 
boosting mean 283 : 964.3308 
boosting RMSE 283 : 2778.181 

S: 284 
raw[ 284 ]: -2212.979 
RAW bias 284 : -521.4979 
RAW RMSE 284 : 1551.898 

nnet 284 : 649.2019 
nnet mean 284 : 348.0132 
nnet RMSE 284 : 634.6142 

forest 284 : 461.7228 
forest mean 284 : -832.842 
forest RMSE 284 : 2203.225 

boosting 284 : 1666.156 
boosting mean 284 : 966.802 
boosting RMSE 284 : 2775.047 

S: 285 
raw[ 285 ]: -1616.361 
RAW bias 285 : -525.3396 
RAW RMSE 285 : 1552.129 

nnet 285 : -183.8443 
nnet mean 285 : 346.1471 
nnet RMSE 285 : 633.5934 

forest 285 : -1682.674 
forest mean 285 : -835.8239 
forest RMSE 285 : 2201.613 

boosting 285 : 1023.108 
boosting mean 285 : 966.9995 
boosting RMSE 285 : 2770.837 

S: 286 
raw[ 286 ]: 1823.410 
RAW bias 286 : -517.1271 
RAW RMSE 286 : 1553.160 

nnet 286 : 1076.205 
nnet mean 286 : 348.6997 
nnet RMSE 286 : 635.6781 

forest 286 : 2376.375 
forest mean 286 : -824.5924 
forest RMSE 286 : 2202.249 

boosting 286 : 3672.512 
boosting mean 286 : 976.4594 
boosting RMSE 286 : 2774.500 

S: 287 
raw[ 287 ]: -3066.449 
RAW bias 287 : -526.0098 
RAW RMSE 287 : 1560.982 

nnet 287 : -412.8824 
nnet mean 287 : 346.0461 
nnet RMSE 287 : 635.0376 

forest 287 : -3240.915 
forest mean 287 : -833.0117 
forest RMSE 287 : 2206.716 

boosting 287 : 1284.432 
boosting mean 287 : 977.5324 
boosting RMSE 287 : 2770.7 

S: 288 
raw[ 288 ]: 1869.718 
RAW bias 288 : -517.6913 
RAW RMSE 288 : 1562.159 

nnet 288 : 1482.388 
nnet mean 288 : 349.9918 
nnet RMSE 288 : 639.9239 

forest 288 : 242.4774 
forest mean 288 : -829.2773 
forest RMSE 288 : 2202.928 

boosting 288 : 2744.36 
boosting mean 288 : 983.6673 
boosting RMSE 288 : 2770.609 

S: 289 
raw[ 289 ]: -2516.312 
RAW bias 289 : -524.6069 
RAW RMSE 289 : 1566.463 

nnet 289 : 240.1980 
nnet mean 289 : 349.6119 
nnet RMSE 289 : 638.972 

forest 289 : -2186.201 
forest mean 289 : -833.9726 
forest RMSE 289 : 2202.871 

boosting 289 : 1394.503 
boosting mean 289 : 985.0888 
boosting RMSE 289 : 2767.028 

S: 290 
raw[ 290 ]: -1245.356 
RAW bias 290 : -527.0923 
RAW RMSE 290 : 1565.469 

nnet 290 : 224.9813 
nnet mean 290 : 349.1821 
nnet RMSE 290 : 638.0062 

forest 290 : -1862.593 
forest mean 290 : -837.5195 
forest RMSE 290 : 2201.788 

boosting 290 : 948.4302 
boosting mean 290 : 984.9624 
boosting RMSE 290 : 2762.814 

S: 291 
raw[ 291 ]: -2801.751 
RAW bias 291 : -534.909 
RAW RMSE 291 : 1571.384 

nnet 291 : 314.7981 
nnet mean 291 : 349.0639 
nnet RMSE 291 : 637.1763 

forest 291 : -2676.985 
forest mean 291 : -843.8407 
forest RMSE 291 : 2203.596 

boosting 291 : 1594.694 
boosting mean 291 : 987.0577 
boosting RMSE 291 : 2759.647 

S: 292 
raw[ 292 ]: 492.4874 
RAW bias 292 : -531.3905 
RAW RMSE 292 : 1568.955 

nnet 292 : -485.8227 
nnet mean 292 : 346.2047 
nnet RMSE 292 : 636.7194 

forest 292 : -2279.408 
forest mean 292 : -848.757 
forest RMSE 292 : 2203.860 

boosting 292 : 1734.233 
boosting mean 292 : 989.6165 
boosting RMSE 292 : 2756.786 

S: 293 
raw[ 293 ]: -808.8086 
RAW bias 293 : -532.3373 
RAW RMSE 293 : 1566.988 

nnet 293 : 611.0869 
nnet mean 293 : 347.1088 
nnet RMSE 293 : 636.6336 

forest 293 : -715.8846 
forest mean 293 : -848.3036 
forest RMSE 293 : 2200.494 

boosting 293 : -525.5687 
boosting mean 293 : 984.4453 
boosting RMSE 293 : 2752.249 

S: 294 
raw[ 294 ]: -1477.827 
RAW bias 294 : -535.5533 
RAW RMSE 294 : 1566.694 

nnet 294 : 480.7453 
nnet mean 294 : 347.5633 
nnet RMSE 294 : 636.1681 

forest 294 : -1310.623 
forest mean 294 : -849.876 
forest RMSE 294 : 2198.078 

boosting 294 : 3497.031 
boosting mean 294 : 992.9915 
boosting RMSE 294 : 2755.123 

S: 295 
raw[ 295 ]: 375.5572 
RAW bias 295 : -532.4648 
RAW RMSE 295 : 1564.189 

nnet 295 : 1136.895 
nnet mean 295 : 350.239 
nnet RMSE 295 : 638.5291 

forest 295 : 44.48564 
forest mean 295 : -846.8443 
forest RMSE 295 : 2194.350 

boosting 295 : -85.36403 
boosting mean 295 : 989.336 
boosting RMSE 295 : 2750.454 

S: 296 
raw[ 296 ]: -311.8455 
RAW bias 296 : -531.7194 
RAW RMSE 296 : 1561.649 

nnet 296 : 878.0726 
nnet mean 296 : 352.0222 
nnet RMSE 296 : 639.4895 

forest 296 : -4580.45 
forest mean 296 : -859.4579 
forest RMSE 296 : 2206.759 

boosting 296 : -1121.521 
boosting mean 296 : 982.2048 
boosting RMSE 296 : 2746.578 

S: 297 
raw[ 297 ]: 825.528 
RAW bias 297 : -527.1496 
RAW RMSE 297 : 1559.754 

nnet 297 : 911.7737 
nnet mean 297 : 353.9069 
nnet RMSE 297 : 640.6005 

forest 297 : -1171.673 
forest mean 297 : -860.5091 
forest RMSE 297 : 2204.09 

boosting 297 : -4446.876 
boosting mean 297 : 963.925 
boosting RMSE 297 : 2754.065 

S: 298 
raw[ 298 ]: 1827.647 
RAW bias 298 : -519.2476 
RAW RMSE 298 : 1560.730 

nnet 298 : 1703.207 
nnet mean 298 : 358.4348 
nnet RMSE 298 : 647.0908 

forest 298 : 1837.415 
forest mean 298 : -851.4557 
forest RMSE 298 : 2202.961 

boosting 298 : 2971.736 
boosting mean 298 : 970.6626 
boosting RMSE 298 : 2754.824 

S: 299 
raw[ 299 ]: -2252.179 
RAW bias 299 : -525.0433 
RAW RMSE 299 : 1563.552 

nnet 299 : -363.7942 
nnet mean 299 : 356.0193 
nnet RMSE 299 : 646.3503 

forest 299 : -6365.099 
forest mean 299 : -869.896 
forest RMSE 299 : 2229.867 

boosting 299 : 1647.054 
boosting mean 299 : 972.9248 
boosting RMSE 299 : 2751.862 

S: 300 
raw[ 300 ]: 1308.879 
RAW bias 300 : -518.9303 
RAW RMSE 300 : 1562.772 

nnet 300 : -873.8799 
nnet mean 300 : 351.9196 
nnet RMSE 300 : 647.2416 

forest 300 : 1589.069 
forest mean 300 : -861.6994 
forest RMSE 300 : 2228.037 

boosting 300 : 288.0279 
boosting mean 300 : 970.6418 
boosting RMSE 300 : 2747.322 


S: 301 
raw[ 301 ]: -1172.360 
RAW bias 301 : -521.1011 
RAW RMSE 301 : 1561.637 

nnet 301 : 299.3748 
nnet mean 301 : 351.7451 
nnet RMSE 301 : 646.3959 

forest 301 : -259.2391 
forest mean 301 : -859.6979 
forest RMSE 301 : 2224.383 

boosting 301 : 2491.169 
boosting mean 301 : 975.6934 
boosting RMSE 301 : 2746.511 

S: 302 
raw[ 302 ]: -246.8957 
RAW bias 302 : -520.1932 
RAW RMSE 302 : 1559.114 

nnet 302 : -150.9023 
nnet mean 302 : 350.0807 
nnet RMSE 302 : 645.3833 

forest 302 : -1185.013 
forest mean 302 : -860.775 
forest RMSE 302 : 2221.744 

boosting 302 : -703.4005 
boosting mean 302 : 970.1335 
boosting RMSE 302 : 2742.259 

S: 303 
raw[ 303 ]: 625.305 
RAW bias 303 : -516.4126 
RAW RMSE 303 : 1556.953 

nnet 303 : -251.1765 
nnet mean 303 : 348.0963 
nnet RMSE 303 : 644.479 

forest 303 : -870.9914 
forest mean 303 : -860.8088 
forest RMSE 303 : 2218.639 

boosting 303 : 4904.192 
boosting mean 303 : 983.1172 
boosting RMSE 303 : 2752.188 

S: 304 
raw[ 304 ]: -44.90183 
RAW bias 304 : -514.8616 
RAW RMSE 304 : 1554.393 

nnet 304 : 413.8449 
nnet mean 304 : 348.3126 
nnet RMSE 304 : 643.8557 

forest 304 : 2254.032 
forest mean 304 : -850.5626 
forest RMSE 304 : 2218.757 

boosting 304 : 846.9025 
boosting mean 304 : 982.6691 
boosting RMSE 304 : 2748.087 

S: 305 
raw[ 305 ]: -794.0865 
RAW bias 305 : -515.7771 
RAW RMSE 305 : 1552.508 

nnet 305 : 671.2684 
nnet mean 305 : 349.3715 
nnet RMSE 305 : 643.9475 

forest 305 : 420.1643 
forest mean 305 : -846.3963 
forest RMSE 305 : 2215.247 

boosting 305 : 1826.402 
boosting mean 305 : 985.4355 
boosting RMSE 305 : 2745.571 

S: 306 
raw[ 306 ]: 109.0861 
RAW bias 306 : -513.7351 
RAW RMSE 306 : 1549.982 

nnet 306 : -253.9524 
nnet mean 306 : 347.3998 
nnet RMSE 306 : 643.0584 

forest 306 : 649.6619 
forest mean 306 : -841.5072 
forest RMSE 306 : 2211.936 

boosting 306 : 2367.649 
boosting mean 306 : 989.9525 
boosting RMSE 306 : 2744.421 

S: 307 
raw[ 307 ]: 1926.014 
RAW bias 307 : -505.788 
RAW RMSE 307 : 1551.355 

nnet 307 : 1767.221 
nnet mean 307 : 352.0246 
nnet RMSE 307 : 649.8845 

forest 307 : 1253.211 
forest mean 307 : -834.684 
forest RMSE 307 : 2209.489 

boosting 307 : -2280.039 
boosting mean 307 : 979.301 
boosting RMSE 307 : 2743.036 

S: 308 
raw[ 308 ]: 80.08427 
RAW bias 308 : -503.8858 
RAW RMSE 308 : 1548.841 

nnet 308 : 1128.900 
nnet mean 308 : 354.547 
nnet RMSE 308 : 652.0095 

forest 308 : -44.12535 
forest mean 308 : -832.1173 
forest RMSE 308 : 2205.900 

boosting 308 : 223.4368 
boosting mean 308 : 976.847 
boosting RMSE 308 : 2738.609 

S: 309 
raw[ 309 ]: -3443.208 
RAW bias 309 : -513.3982 
RAW RMSE 309 : 1558.689 

nnet 309 : 753.0145 
nnet mean 309 : 355.8365 
nnet RMSE 309 : 652.3616 

forest 309 : -3514.225 
forest mean 309 : -840.7972 
forest RMSE 309 : 2211.383 

boosting 309 : 2038.757 
boosting mean 309 : 980.2836 
boosting RMSE 309 : 2736.633 

S: 310 
raw[ 310 ]: 1935.800 
RAW bias 310 : -505.4975 
RAW RMSE 310 : 1560.053 

nnet 310 : 199.0321 
nnet mean 310 : 355.3307 
nnet RMSE 310 : 651.4066 

forest 310 : 3242.013 
forest mean 310 : -827.6269 
forest RMSE 310 : 2215.479 

boosting 310 : -890.1476 
boosting mean 310 : 974.25 
boosting RMSE 310 : 2732.683 

S: 311 
raw[ 311 ]: -2.220454 
RAW bias 311 : -503.8793 
RAW RMSE 311 : 1557.542 

nnet 311 : -12.42669 
nnet mean 311 : 354.1482 
nnet RMSE 311 : 650.3589 

forest 311 : 483.3093 
forest mean 311 : -823.4116 
forest RMSE 311 : 2212.084 

boosting 311 : 1773.695 
boosting mean 311 : 976.8205 
boosting RMSE 311 : 2730.139 

S: 312 
raw[ 312 ]: -4255.466 
RAW bias 312 : -515.9036 
RAW RMSE 312 : 1573.596 

nnet 312 : -176.5956 
nnet mean 312 : 352.4471 
nnet RMSE 312 : 649.3928 

forest 312 : -4991.251 
forest mean 312 : -836.7701 
forest RMSE 312 : 2226.54 

boosting 312 : 1406.583 
boosting mean 312 : 978.198 
boosting RMSE 312 : 2726.923 

S: 313 
raw[ 313 ]: 1599.304 
RAW bias 313 : -509.1458 
RAW RMSE 313 : 1573.679 

nnet 313 : 727.0068 
nnet mean 313 : 353.6438 
nnet RMSE 313 : 649.6555 

forest 313 : -660.922 
forest mean 313 : -836.2083 
forest RMSE 313 : 2223.294 

boosting 313 : -1112.423 
boosting mean 313 : 971.5186 
boosting RMSE 313 : 2723.290 

S: 314 
raw[ 314 ]: 1020.381 
RAW bias 314 : -504.2747 
RAW RMSE 314 : 1572.226 

nnet 314 : 533.3226 
nnet mean 314 : 354.216 
nnet RMSE 314 : 649.3181 

forest 314 : 355.6812 
forest mean 314 : -832.4125 
forest RMSE 314 : 2219.842 

boosting 314 : 3217.035 
boosting mean 314 : 978.67 
boosting RMSE 314 : 2725.004 

S: 315 
raw[ 315 ]: -2448.161 
RAW bias 315 : -510.4457 
RAW RMSE 315 : 1575.777 

nnet 315 : 29.85792 
nnet mean 315 : 353.1863 
nnet RMSE 315 : 648.2888 

forest 315 : -1338.305 
forest mean 315 : -834.0185 
forest RMSE 315 : 2217.598 

boosting 315 : -988.8769 
boosting mean 315 : 972.4238 
boosting RMSE 315 : 2721.246 

S: 316 
raw[ 316 ]: 2784.320 
RAW bias 316 : -500.0192 
RAW RMSE 316 : 1581.059 

nnet 316 : 103.1187 
nnet mean 316 : 352.3949 
nnet RMSE 316 : 647.2882 

forest 316 : 2216.253 
forest mean 316 : -824.3657 
forest RMSE 316 : 2217.594 

boosting 316 : -8264.865 
boosting mean 316 : 943.1918 
boosting RMSE 316 : 2756.430 

S: 317 
raw[ 317 ]: -739.5127 
RAW bias 317 : -500.7747 
RAW RMSE 317 : 1579.11 

nnet 317 : 674.6295 
nnet mean 317 : 353.4114 
nnet RMSE 317 : 647.3763 

forest 317 : -212.9113 
forest mean 317 : -822.4368 
forest RMSE 317 : 2214.125 

boosting 317 : 2743.431 
boosting mean 317 : 948.8708 
boosting RMSE 317 : 2756.390 

S: 318 
raw[ 318 ]: 3015.569 
RAW bias 318 : -489.7171 
RAW RMSE 318 : 1585.668 

nnet 318 : 2276.093 
nnet mean 318 : 359.4576 
nnet RMSE 318 : 658.8394 

forest 318 : 2118.587 
forest mean 318 : -813.1883 
forest RMSE 318 : 2213.831 

boosting 318 : 2160.962 
boosting mean 318 : 952.6824 
boosting RMSE 318 : 2754.719 

S: 319 
raw[ 319 ]: -553.3792 
RAW bias 319 : -489.9166 
RAW RMSE 319 : 1583.484 

nnet 319 : -124.994 
nnet mean 319 : 357.9389 
nnet RMSE 319 : 657.8431 

forest 319 : -2434.501 
forest mean 319 : -818.2708 
forest RMSE 319 : 2214.557 

boosting 319 : 565.2001 
boosting mean 319 : 951.4677 
boosting RMSE 319 : 2750.58 

S: 320 
raw[ 320 ]: 774.7576 
RAW bias 320 : -485.9645 
RAW RMSE 320 : 1581.601 

nnet 320 : 276.4888 
nnet mean 320 : 357.6844 
nnet RMSE 320 : 656.9963 

forest 320 : -420.6079 
forest mean 320 : -817.0281 
forest RMSE 320 : 2211.219 

boosting 320 : 14.81018 
boosting mean 320 : 948.5407 
boosting RMSE 320 : 2746.279 

S: 321 
raw[ 321 ]: -2240.488 
RAW bias 321 : -491.4303 
RAW RMSE 321 : 1584.079 

nnet 321 : 609.2854 
nnet mean 321 : 358.4682 
nnet RMSE 321 : 656.853 

forest 321 : -5211.077 
forest mean 321 : -830.7167 
forest RMSE 321 : 2226.849 

boosting 321 : 1746.614 
boosting mean 321 : 951.0269 
boosting RMSE 321 : 2743.73 

S: 322 
raw[ 322 ]: -2693.101 
RAW bias 322 : -498.2678 
RAW RMSE 322 : 1588.722 

nnet 322 : 160.3588 
nnet mean 322 : 357.853 
nnet RMSE 322 : 655.8932 

forest 322 : -6200.219 
forest mean 322 : -847.3922 
forest RMSE 322 : 2250.076 

boosting 322 : 1824.572 
boosting mean 322 : 953.7398 
boosting RMSE 322 : 2741.353 

S: 323 
raw[ 323 ]: -189.821 
RAW bias 323 : -497.3129 
RAW RMSE 323 : 1586.296 

nnet 323 : 702.9081 
nnet mean 323 : 358.9213 
nnet RMSE 323 : 656.0439 

forest 323 : -2726.492 
forest mean 323 : -853.2099 
forest RMSE 323 : 2251.707 

boosting 323 : 2014.441 
boosting mean 323 : 957.0237 
boosting RMSE 323 : 2739.4 

S: 324 
raw[ 324 ]: 821.8536 
RAW bias 324 : -493.2414 
RAW RMSE 324 : 1584.504 

nnet 324 : 138.2163 
nnet mean 324 : 358.2401 
nnet RMSE 324 : 655.0757 

forest 324 : 907.7065 
forest mean 324 : -847.775 
forest RMSE 324 : 2248.795 

boosting 324 : 3438.097 
boosting mean 324 : 964.6813 
boosting RMSE 324 : 2741.830 

S: 325 
raw[ 325 ]: -1636.129 
RAW bias 325 : -496.7579 
RAW RMSE 325 : 1584.666 

nnet 325 : 659.6412 
nnet mean 325 : 359.1675 
nnet RMSE 325 : 655.0898 

forest 325 : -2667.202 
forest mean 325 : -853.3732 
forest RMSE 325 : 2250.201 

boosting 325 : 3276.799 
boosting mean 325 : 971.7955 
boosting RMSE 325 : 2743.636 

S: 326 
raw[ 326 ]: -1831.809 
RAW bias 326 : -500.8532 
RAW RMSE 326 : 1585.483 

nnet 326 : -557.9062 
nnet mean 326 : 356.3543 
nnet RMSE 326 : 654.8138 

forest 326 : -1067.613 
forest mean 326 : -854.0303 
forest RMSE 326 : 2247.525 

boosting 326 : 1930.457 
boosting mean 326 : 974.7362 
boosting RMSE 326 : 2741.511 

S: 327 
raw[ 327 ]: 1414.786 
RAW bias 327 : -494.995 
RAW RMSE 327 : 1584.989 

nnet 327 : -52.4056 
nnet mean 327 : 355.1043 
nnet RMSE 327 : 653.8182 

forest 327 : 105.6277 
forest mean 327 : -851.0956 
forest RMSE 327 : 2244.094 

boosting 327 : -2759.777 
boosting mean 327 : 963.3157 
boosting RMSE 327 : 2741.567 

S: 328 
raw[ 328 ]: -453.93 
RAW bias 328 : -494.8698 
RAW RMSE 328 : 1582.769 

nnet 328 : 851.1352 
nnet mean 328 : 356.6166 
nnet RMSE 328 : 654.5102 

forest 328 : -468.4903 
forest mean 328 : -849.9291 
forest RMSE 328 : 2240.820 

boosting 328 : 838.953 
boosting mean 328 : 962.9365 
boosting RMSE 328 : 2737.776 

S: 329 
raw[ 329 ]: -37.80841 
RAW bias 329 : -493.4805 
RAW RMSE 329 : 1580.363 

nnet 329 : 1115.642 
nnet mean 329 : 358.9237 
nnet RMSE 329 : 656.4028 

forest 329 : -295.1878 
forest mean 329 : -848.243 
forest RMSE 329 : 2237.471 

boosting 329 : 1835.565 
boosting mean 329 : 965.5889 
boosting RMSE 329 : 2735.485 

S: 330 
raw[ 330 ]: -1147.357 
RAW bias 330 : -495.462 
RAW RMSE 330 : 1579.230 

nnet 330 : 806.9755 
nnet mean 330 : 360.2814 
nnet RMSE 330 : 656.9112 

forest 330 : -429.7202 
forest mean 330 : -846.9747 
forest RMSE 330 : 2234.203 

boosting 330 : 3573.811 
boosting mean 330 : 973.4926 
boosting RMSE 330 : 2738.413 

S: 331 
raw[ 331 ]: -1000.76 
RAW bias 331 : -496.9886 
RAW RMSE 331 : 1577.802 

nnet 331 : 243.8770 
nnet mean 331 : 359.9297 
nnet RMSE 331 : 656.0551 

forest 331 : -3823.611 
forest mean 331 : -855.9676 
forest RMSE 331 : 2240.704 

boosting 331 : 2236.003 
boosting mean 331 : 977.3068 
boosting RMSE 331 : 2737.034 

S: 332 
raw[ 332 ]: -4022.545 
RAW bias 332 : -507.6077 
RAW RMSE 332 : 1590.817 

nnet 332 : -68.53607 
nnet mean 332 : 358.6392 
nnet RMSE 332 : 655.0771 

forest 332 : -5452.379 
forest mean 332 : -869.8122 
forest RMSE 332 : 2257.249 

boosting 332 : 1606.368 
boosting mean 332 : 979.2016 
boosting RMSE 332 : 2734.331 

S: 333 
raw[ 333 ]: -576.4198 
RAW bias 333 : -507.8143 
RAW RMSE 333 : 1588.741 

nnet 333 : 434.7411 
nnet mean 333 : 358.8677 
nnet RMSE 333 : 654.5265 

forest 333 : -3201.244 
forest mean 333 : -876.8135 
forest RMSE 333 : 2260.674 

boosting 333 : -305.5153 
boosting mean 333 : 975.3436 
boosting RMSE 333 : 2730.273 

S: 334 
raw[ 334 ]: -156.1521 
RAW bias 334 : -506.7615 
RAW RMSE 334 : 1586.384 

nnet 334 : 68.70503 
nnet mean 334 : 357.9990 
nnet RMSE 334 : 653.5568 

forest 334 : 571.2145 
forest mean 334 : -872.4781 
forest RMSE 334 : 2257.504 

boosting 334 : -27.48431 
boosting mean 334 : 972.341 
boosting RMSE 334 : 2726.183 

S: 335 
raw[ 335 ]: 608.0136 
RAW bias 335 : -503.4338 
RAW RMSE 335 : 1584.362 

nnet 335 : 285.7412 
nnet mean 335 : 357.7833 
nnet RMSE 335 : 652.7673 

forest 335 : 1320.814 
forest mean 335 : -865.931 
forest RMSE 335 : 2255.287 

boosting 335 : 31.88066 
boosting mean 335 : 969.5337 
boosting RMSE 335 : 2722.112 

S: 336 
raw[ 336 ]: -1752.311 
RAW bias 336 : -507.1507 
RAW RMSE 336 : 1584.889 

nnet 336 : 209.6149 
nnet mean 336 : 357.3423 
nnet RMSE 336 : 651.8955 

forest 336 : -2775.043 
forest mean 336 : -871.6128 
forest RMSE 336 : 2257.011 

boosting 336 : 2566.63 
boosting mean 336 : 974.287 
boosting RMSE 336 : 2721.662 

S: 337 
raw[ 337 ]: 1854.683 
RAW bias 337 : -500.1423 
RAW RMSE 337 : 1585.757 

nnet 337 : 95.15851 
nnet mean 337 : 356.5643 
nnet RMSE 337 : 650.9482 

forest 337 : 2052.640 
forest mean 337 : -862.9355 
forest RMSE 337 : 2256.432 

boosting 337 : -1107.730 
boosting mean 337 : 968.109 
boosting RMSE 337 : 2718.291 

S: 338 
raw[ 338 ]: -941.863 
RAW bias 338 : -501.4491 
RAW RMSE 338 : 1584.238 

nnet 338 : 898.4353 
nnet mean 338 : 358.1675 
nnet RMSE 338 : 651.819 

forest 338 : 1506.054 
forest mean 338 : -855.9267 
forest RMSE 338 : 2254.580 

boosting 338 : 1188.097 
boosting mean 338 : 968.7598 
boosting RMSE 338 : 2715.036 

S: 339 
raw[ 339 ]: 690.5051 
RAW bias 339 : -497.933 
RAW RMSE 339 : 1582.344 

nnet 339 : -120.1034 
nnet mean 339 : 356.7566 
nnet RMSE 339 : 650.8896 

forest 339 : 399.4354 
forest mean 339 : -852.2235 
forest RMSE 339 : 2251.357 

boosting 339 : 1785.209 
boosting mean 339 : 971.1682 
boosting RMSE 339 : 2712.762 

S: 340 
raw[ 340 ]: -171.6072 
RAW bias 340 : -496.9733 
RAW RMSE 340 : 1580.043 

nnet 340 : -21.62856 
nnet mean 340 : 355.6437 
nnet RMSE 340 : 649.9328 

forest 340 : -450.0641 
forest mean 340 : -851.0407 
forest RMSE 340 : 2248.176 

boosting 340 : 93.32384 
boosting mean 340 : 968.5863 
boosting RMSE 340 : 2708.774 

S: 341 
raw[ 341 ]: 216.4426 
RAW bias 341 : -494.8811 
RAW RMSE 341 : 1577.768 

nnet 341 : 795.6715 
nnet mean 341 : 356.9341 
nnet RMSE 341 : 650.4079 

forest 341 : -2475.294 
forest mean 341 : -855.804 
forest RMSE 341 : 2248.876 

boosting 341 : 546.852 
boosting mean 341 : 967.3495 
boosting RMSE 341 : 2704.962 

S: 342 
raw[ 342 ]: -2032 
RAW bias 342 : -499.3756 
RAW RMSE 342 : 1579.287 

nnet 342 : -201.6875 
nnet mean 342 : 355.3007 
nnet RMSE 342 : 649.5479 

forest 342 : -2938.218 
forest mean 342 : -861.8929 
forest RMSE 342 : 2251.199 

boosting 342 : 2290.917 
boosting mean 342 : 971.2196 
boosting RMSE 342 : 2703.844 

S: 343 
raw[ 343 ]: -1178.114 
RAW bias 343 : -501.3545 
RAW RMSE 343 : 1578.265 

nnet 343 : 33.84440 
nnet mean 343 : 354.3636 
nnet RMSE 343 : 648.6029 

forest 343 : -3488.91 
forest mean 343 : -869.5518 
forest RMSE 343 : 2255.795 

boosting 343 : 1554.731 
boosting mean 343 : 972.9208 
boosting RMSE 343 : 2701.204 

S: 344 
raw[ 344 ]: 1097.503 
RAW bias 344 : -496.7066 
RAW RMSE 344 : 1577.080 

nnet 344 : 1195.510 
nnet mean 344 : 356.8087 
nnet RMSE 344 : 650.8591 

forest 344 : 1709.444 
forest mean 344 : -862.0547 
forest RMSE 344 : 2254.399 

boosting 344 : 3676.144 
boosting mean 344 : 980.779 
boosting RMSE 344 : 2704.548 

S: 345 
raw[ 345 ]: 1131.245 
RAW bias 345 : -491.9879 
RAW RMSE 345 : 1575.970 

nnet 345 : 1124.195 
nnet mean 345 : 359.0331 
nnet RMSE 345 : 652.7273 

forest 345 : -2155.830 
forest mean 345 : -865.8048 
forest RMSE 345 : 2254.119 

boosting 345 : 1338.010 
boosting mean 345 : 981.8145 
boosting RMSE 345 : 2701.586 

S: 346 
raw[ 346 ]: -2448.309 
RAW bias 346 : -497.642 
RAW RMSE 346 : 1579.186 

nnet 346 : -27.26815 
nnet mean 346 : 357.9166 
nnet RMSE 346 : 651.785 

forest 346 : 181.7347 
forest mean 346 : -862.7772 
forest RMSE 346 : 2250.881 

boosting 346 : 1109.646 
boosting mean 346 : 982.184 
boosting RMSE 346 : 2698.338 

S: 347 
raw[ 347 ]: 2500.078 
RAW bias 347 : -489.0031 
RAW RMSE 347 : 1582.610 

nnet 347 : 533.2235 
nnet mean 347 : 358.4218 
nnet RMSE 347 : 651.4743 

forest 347 : -168.5922 
forest mean 347 : -860.7767 
forest RMSE 347 : 2247.653 

boosting 347 : 1146.042 
boosting mean 347 : 982.6561 
boosting RMSE 347 : 2695.150 

S: 348 
raw[ 348 ]: -319.5791 
RAW bias 348 : -488.5162 
RAW RMSE 348 : 1580.427 

nnet 348 : 579.4505 
nnet mean 348 : 359.0569 
nnet RMSE 348 : 651.2788 

forest 348 : -2976.097 
forest mean 348 : -866.8552 
forest RMSE 348 : 2250.084 

boosting 348 : 843.7363 
boosting mean 348 : 982.257 
boosting RMSE 348 : 2691.655 

S: 349 
raw[ 349 ]: 1091.097 
RAW bias 349 : -483.9901 
RAW RMSE 349 : 1579.242 

nnet 349 : 476.2683 
nnet mean 349 : 359.3928 
nnet RMSE 349 : 650.8446 

forest 349 : 3329.469 
forest mean 349 : -854.8313 
forest RMSE 349 : 2253.916 

boosting 349 : 2019.619 
boosting mean 349 : 985.2293 
boosting RMSE 349 : 2689.969 

S: 350 
raw[ 350 ]: 1557.284 
RAW bias 350 : -478.1579 
RAW RMSE 350 : 1579.179 

nnet 350 : 1018.767 
nnet mean 350 : 361.2767 
nnet RMSE 350 : 652.1915 

forest 350 : -3001.324 
forest mean 350 : -860.9642 
forest RMSE 350 : 2256.404 

boosting 350 : 3519.896 
boosting mean 350 : 992.4712 
boosting RMSE 350 : 2692.704 

S: 351 
raw[ 351 ]: -1794.263 
RAW bias 351 : -481.9075 
RAW RMSE 351 : 1579.834 

nnet 351 : 917.065 
nnet mean 351 : 362.8601 
nnet RMSE 351 : 653.0987 

forest 351 : -4518.126 
forest mean 351 : -871.3834 
forest RMSE 351 : 2266.056 

boosting 351 : 1794.687 
boosting mean 351 : 994.7567 
boosting RMSE 351 : 2690.572 

S: 352 
raw[ 352 ]: -539.6078 
RAW bias 352 : -482.0714 
RAW RMSE 352 : 1577.850 

nnet 352 : 22.15277 
nnet mean 352 : 361.8922 
nnet RMSE 352 : 652.1714 

forest 352 : -218.2141 
forest mean 352 : -869.5279 
forest RMSE 352 : 2262.865 

boosting 352 : 1734.947 
boosting mean 352 : 996.8596 
boosting RMSE 352 : 2688.338 

S: 353 
raw[ 353 ]: 881.6772 
RAW bias 353 : -478.2081 
RAW RMSE 353 : 1576.312 

nnet 353 : 1199.937 
nnet mean 353 : 364.2663 
nnet RMSE 353 : 654.3711 

forest 353 : -2431.011 
forest mean 353 : -873.9513 
forest RMSE 353 : 2263.359 

boosting 353 : 1564.292 
boosting mean 353 : 998.467 
boosting RMSE 353 : 2685.818 

S: 354 
raw[ 354 ]: -1174.154 
RAW bias 354 : -480.174 
RAW RMSE 354 : 1575.321 

nnet 354 : 278.1357 
nnet mean 354 : 364.023 
nnet RMSE 354 : 653.6134 

forest 354 : -1811.54 
forest mean 354 : -876.5999 
forest RMSE 354 : 2262.210 

boosting 354 : 2329.015 
boosting mean 354 : 1002.226 
boosting RMSE 354 : 2684.877 

S: 355 
raw[ 355 ]: 1224.840 
RAW bias 355 : -475.3712 
RAW RMSE 355 : 1574.443 

nnet 355 : -356.1337 
nnet mean 355 : 361.9944 
nnet RMSE 355 : 652.9658 

forest 355 : 1993.141 
forest mean 355 : -868.5161 
forest RMSE 355 : 2261.497 

boosting 355 : 2310.862 
boosting mean 355 : 1005.912 
boosting RMSE 355 : 2683.897 

S: 356 
raw[ 356 ]: -1594.155 
RAW bias 356 : -478.5138 
RAW RMSE 356 : 1574.499 

nnet 356 : 520.252 
nnet mean 356 : 362.4389 
nnet RMSE 356 : 652.6308 

forest 356 : -2558.587 
forest mean 356 : -873.2635 
forest RMSE 356 : 2262.386 

boosting 356 : 2382.408 
boosting mean 356 : 1009.778 
boosting RMSE 356 : 2683.097 

S: 357 
raw[ 357 ]: 1090.952 
RAW bias 357 : -474.1176 
RAW RMSE 357 : 1573.352 

nnet 357 : -181.8718 
nnet mean 357 : 360.9142 
nnet RMSE 357 : 651.7872 

forest 357 : 1901.155 
forest mean 357 : -865.492 
forest RMSE 357 : 2261.455 

boosting 357 : -7711.264 
boosting mean 357 : 985.3498 
boosting RMSE 357 : 2710.242 

S: 358 
raw[ 358 ]: 1253.479 
RAW bias 358 : -469.2919 
RAW RMSE 358 : 1572.549 

nnet 358 : 1501.22 
nnet mean 358 : 364.0994 
nnet RMSE 358 : 655.6943 

forest 358 : 1240.449 
forest mean 358 : -859.6095 
forest RMSE 358 : 2259.245 

boosting 358 : -6634.671 
boosting mean 358 : 964.0648 
boosting RMSE 358 : 2729.075 

S: 359 
raw[ 359 ]: -123.8915 
RAW bias 359 : -468.3298 
RAW RMSE 359 : 1570.371 

nnet 359 : 732.4165 
nnet mean 359 : 365.1254 
nnet RMSE 359 : 655.9205 

forest 359 : -335.2492 
forest mean 359 : -858.1489 
forest RMSE 359 : 2256.166 

boosting 359 : 785.1563 
boosting mean 359 : 963.5665 
boosting RMSE 359 : 2725.587 

S: 360 
raw[ 360 ]: -3204.914 
RAW bias 360 : -475.9314 
RAW RMSE 360 : 1577.259 

nnet 360 : -475.947 
nnet mean 360 : 362.7891 
nnet RMSE 360 : 655.489 

forest 360 : -369.2473 
forest mean 360 : -856.7908 
forest RMSE 360 : 2253.114 

boosting 360 : 947.0796 
boosting mean 360 : 963.5207 
boosting RMSE 360 : 2722.256 

S: 361 
raw[ 361 ]: -494.9544 
RAW bias 361 : -475.9841 
RAW RMSE 361 : 1575.289 

nnet 361 : 780.993 
nnet mean 361 : 363.9475 
nnet RMSE 361 : 655.8699 

forest 361 : -296.7491 
forest mean 361 : -855.2395 
forest RMSE 361 : 2250.046 

boosting 361 : 2408.701 
boosting mean 361 : 967.524 
boosting RMSE 361 : 2721.437 

S: 362 
raw[ 362 ]: 1395.537 
RAW bias 362 : -470.8141 
RAW RMSE 362 : 1574.820 

nnet 362 : 1139.923 
nnet mean 362 : 366.0911 
nnet RMSE 362 : 657.6979 

forest 362 : 1985.026 
forest mean 362 : -847.3934 
forest RMSE 362 : 2249.357 

boosting 362 : 4180.505 
boosting mean 362 : 976.3996 
boosting RMSE 362 : 2726.544 

S: 363 
raw[ 363 ]: -1574.397 
RAW bias 363 : -473.8543 
RAW RMSE 363 : 1574.819 

nnet 363 : 698.1115 
nnet mean 363 : 367.0058 
nnet RMSE 363 : 657.8127 

forest 363 : 209.024 
forest mean 363 : -844.4832 
forest RMSE 363 : 2246.283 

boosting 363 : 2409.193 
boosting mean 363 : 980.3467 
boosting RMSE 363 : 2725.72 

S: 364 
raw[ 364 ]: -693.6909 
RAW bias 364 : -474.4582 
RAW RMSE 364 : 1573.075 

nnet 364 : -787.9264 
nnet mean 364 : 363.8329 
nnet RMSE 364 : 658.2053 

forest 364 : -4356.139 
forest mean 364 : -854.1306 
forest RMSE 364 : 2254.785 

boosting 364 : 306.8067 
boosting mean 364 : 978.4963 
boosting RMSE 364 : 2722.021 

S: 365 
raw[ 365 ]: -70.86532 
RAW bias 365 : -473.3525 
RAW RMSE 365 : 1570.923 

nnet 365 : 527.0212 
nnet mean 365 : 364.28 
nnet RMSE 365 : 657.8817 

forest 365 : 428.4643 
forest mean 365 : -850.6166 
forest RMSE 365 : 2251.806 

boosting 365 : 1053.939 
boosting mean 365 : 978.703 
boosting RMSE 365 : 2718.849 

S: 366 
raw[ 366 ]: 101.3083 
RAW bias 366 : -471.7824 
RAW RMSE 366 : 1568.784 

nnet 366 : 755.6333 
nnet mean 366 : 365.3493 
nnet RMSE 366 : 658.1685 

forest 366 : 824.2622 
forest mean 366 : -846.0405 
forest RMSE 366 : 2249.141 

boosting 366 : 1134.471 
boosting mean 366 : 979.1286 
boosting RMSE 366 : 2715.78 

S: 367 
raw[ 367 ]: -1581.17 
RAW bias 367 : -474.8053 
RAW RMSE 367 : 1568.818 

nnet 367 : 699.4772 
nnet mean 367 : 366.2597 
nnet RMSE 367 : 658.2846 

forest 367 : -382.2374 
forest mean 367 : -844.7767 
forest RMSE 367 : 2246.163 

boosting 367 : 1902.337 
boosting mean 367 : 981.6441 
boosting RMSE 367 : 2713.895 

S: 368 
raw[ 368 ]: -2551.773 
RAW bias 368 : -480.4492 
RAW RMSE 368 : 1572.322 

nnet 368 : -88.23202 
nnet mean 368 : 365.0246 
nnet RMSE 368 : 657.4057 

forest 368 : -1506.203 
forest mean 368 : -846.574 
forest RMSE 368 : 2244.483 

boosting 368 : 1838.084 
boosting mean 368 : 983.9714 
boosting RMSE 368 : 2711.898 

S: 369 
raw[ 369 ]: 394.4997 
RAW bias 369 : -478.0780 
RAW RMSE 369 : 1570.324 

nnet 369 : 1270.851 
nnet mean 369 : 367.4795 
nnet RMSE 369 : 659.8393 

forest 369 : 1122.554 
forest mean 369 : -841.2376 
forest RMSE 369 : 2242.201 

boosting 369 : 921.7824 
boosting mean 369 : 983.8029 
boosting RMSE 369 : 2708.646 

S: 370 
raw[ 370 ]: -2241.725 
RAW bias 370 : -482.8447 
RAW RMSE 370 : 1572.525 

nnet 370 : 584.4925 
nnet mean 370 : 368.066 
nnet RMSE 370 : 659.6472 

forest 370 : -3698.369 
forest mean 370 : -848.9596 
forest RMSE 370 : 2247.408 

boosting 370 : 2265.863 
boosting mean 370 : 987.2679 
boosting RMSE 370 : 2707.547 

S: 371 
raw[ 371 ]: -597.5084 
RAW bias 371 : -483.1537 
RAW RMSE 371 : 1570.711 

nnet 371 : 209.6198 
nnet mean 371 : 367.6389 
nnet RMSE 371 : 658.8475 

forest 371 : -3143.18 
forest mean 371 : -855.1435 
forest RMSE 371 : 2250.302 

boosting 371 : 1809.942 
boosting mean 371 : 989.4853 
boosting RMSE 371 : 2705.528 

S: 372 
raw[ 372 ]: -343.9032 
RAW bias 372 : -482.7794 
RAW RMSE 372 : 1568.700 

nnet 372 : -710.6304 
nnet mean 372 : 364.7403 
nnet RMSE 372 : 658.9922 

forest 372 : -2404.099 
forest mean 372 : -859.3074 
forest RMSE 372 : 2250.73 

boosting 372 : 2184.985 
boosting mean 372 : 992.699 
boosting RMSE 372 : 2704.263 

S: 373 
raw[ 373 ]: -1877.117 
RAW bias 373 : -486.5176 
RAW RMSE 373 : 1569.608 

nnet 373 : -153.6151 
nnet mean 373 : 363.3506 
nnet RMSE 373 : 658.1563 

forest 373 : -3271.35 
forest mean 373 : -865.774 
forest RMSE 373 : 2254.084 

boosting 373 : 2098.918 
boosting mean 373 : 995.6648 
boosting RMSE 373 : 2702.821 

S: 374 
raw[ 374 ]: -512.9108 
RAW bias 374 : -486.5881 
RAW RMSE 374 : 1567.732 

nnet 374 : 1037.65 
nnet mean 374 : 365.1536 
nnet RMSE 374 : 659.4622 

forest 374 : -3998.345 
forest mean 374 : -874.1498 
forest RMSE 374 : 2260.543 

boosting 374 : -2107.564 
boosting mean 374 : 987.3674 
boosting RMSE 374 : 2701.405 

S: 375 
raw[ 375 ]: -589.056 
RAW bias 375 : -486.8614 
RAW RMSE 375 : 1565.936 

nnet 375 : 176.8046 
nnet mean 375 : 364.6513 
nnet RMSE 375 : 658.6456 

forest 375 : -624.2456 
forest mean 375 : -873.4834 
forest RMSE 375 : 2257.757 

boosting 375 : 2163.485 
boosting mean 375 : 990.5037 
boosting RMSE 375 : 2700.113 

S: 376 
raw[ 376 ]: 1845.662 
RAW bias 376 : -480.6579 
RAW RMSE 376 : 1566.746 

nnet 376 : 582.4376 
nnet mean 376 : 365.2305 
nnet RMSE 376 : 658.4546 

forest 376 : 1701.869 
forest mean 376 : -866.634 
forest RMSE 376 : 2256.46 

boosting 376 : 1483.818 
boosting mean 376 : 991.8157 
boosting RMSE 376 : 2697.605 

S: 377 
raw[ 377 ]: -1233.882 
RAW bias 377 : -482.6558 
RAW RMSE 377 : 1565.957 

nnet 377 : 838.3357 
nnet mean 377 : 366.4855 
nnet RMSE 377 : 658.9967 

forest 377 : -6177.331 
forest mean 377 : -880.7208 
forest RMSE 377 : 2275.813 

boosting 377 : 1666.394 
boosting mean 377 : 993.605 
boosting RMSE 377 : 2695.392 

S: 378 
raw[ 378 ]: -2955.934 
RAW bias 378 : -489.1989 
RAW RMSE 378 : 1571.257 

nnet 378 : 166.3531 
nnet mean 378 : 365.956 
nnet RMSE 378 : 658.1801 

forest 378 : -1365.737 
forest mean 378 : -882.004 
forest RMSE 378 : 2273.886 

boosting 378 : -250.7702 
boosting mean 378 : 990.313 
boosting RMSE 378 : 2691.855 

S: 379 
raw[ 379 ]: 696.6645 
RAW bias 379 : -486.0699 
RAW RMSE 379 : 1569.591 

nnet 379 : 9.6016 
nnet mean 379 : 365.0158 
nnet RMSE 379 : 657.3114 

forest 379 : 27.92639 
forest mean 379 : -879.603 
forest RMSE 379 : 2270.885 

boosting 379 : 2371.544 
boosting mean 379 : 993.9575 
boosting RMSE 379 : 2691.06 

S: 380 
raw[ 380 ]: -1104.298 
RAW bias 380 : -487.6969 
RAW RMSE 380 : 1568.547 

nnet 380 : -679.5663 
nnet mean 380 : 362.2669 
nnet RMSE 380 : 657.3709 

forest 380 : -2481.02 
forest mean 380 : -883.8173 
forest RMSE 380 : 2271.463 

boosting 380 : 1607.844 
boosting mean 380 : 995.573 
boosting RMSE 380 : 2688.782 

S: 381 
raw[ 381 ]: 1829.881 
RAW bias 381 : -481.614 
RAW RMSE 381 : 1569.290 

nnet 381 : 136.7682 
nnet mean 381 : 361.675 
nnet RMSE 381 : 656.545 

forest 381 : 1354.21 
forest mean 381 : -877.9432 
forest RMSE 381 : 2269.541 

boosting 381 : 45.14442 
boosting mean 381 : 993.0784 
boosting RMSE 381 : 2685.252 

S: 382 
raw[ 382 ]: -4719.659 
RAW bias 382 : -492.7083 
RAW RMSE 382 : 1585.729 

nnet 382 : -177.2153 
nnet mean 382 : 360.2643 
nnet RMSE 382 : 655.7478 

forest 382 : -6267.35 
forest mean 382 : -892.0516 
forest RMSE 382 : 2289.139 

boosting 382 : 1007.442 
boosting mean 382 : 993.116 
boosting RMSE 382 : 2682.231 

S: 383 
raw[ 383 ]: -4105.355 
RAW bias 383 : -502.1408 
RAW RMSE 383 : 1597.491 

nnet 383 : -626.8337 
nnet mean 383 : 357.687 
nnet RMSE 383 : 655.674 

forest 383 : -1875.176 
forest mean 383 : -894.6185 
forest RMSE 383 : 2288.156 

boosting 383 : 410.0034 
boosting mean 383 : 991.5935 
boosting RMSE 383 : 2678.809 

S: 384 
raw[ 384 ]: -45.96373 
RAW bias 384 : -500.9529 
RAW RMSE 384 : 1595.411 

nnet 384 : 551.513 
nnet mean 384 : 358.1918 
nnet RMSE 384 : 655.4242 

forest 384 : 104.8661 
forest mean 384 : -892.0157 
forest RMSE 384 : 2285.181 

boosting 384 : 1754.550 
boosting mean 384 : 993.5804 
boosting RMSE 384 : 2676.816 

S: 385 
raw[ 385 ]: -618.6209 
RAW bias 385 : -501.2585 
RAW RMSE 385 : 1593.650 

nnet 385 : 377.7858 
nnet mean 385 : 358.2427 
nnet RMSE 385 : 654.8556 

forest 385 : 332.4923 
forest mean 385 : -888.8351 
forest RMSE 385 : 2282.274 

boosting 385 : 555.3791 
boosting mean 385 : 992.4422 
boosting RMSE 385 : 2673.487 

S: 386 
raw[ 386 ]: -1877.286 
RAW bias 386 : -504.8233 
RAW RMSE 386 : 1594.450 

nnet 386 : 765.7592 
nnet mean 386 : 359.2984 
nnet RMSE 386 : 655.1672 

forest 386 : -554.5118 
forest mean 386 : -887.969 
forest RMSE 386 : 2279.491 

boosting 386 : 2719.023 
boosting mean 386 : 996.9152 
boosting RMSE 386 : 2673.606 

S: 387 
raw[ 387 ]: -1347.686 
RAW bias 387 : -507.0013 
RAW RMSE 387 : 1593.861 

nnet 387 : 158.5826 
nnet mean 387 : 358.7798 
nnet RMSE 387 : 654.3698 

forest 387 : -1059.953 
forest mean 387 : -888.4134 
forest RMSE 387 : 2277.181 

boosting 387 : 1735.287 
boosting mean 387 : 998.8231 
boosting RMSE 387 : 2671.606 

S: 388 
raw[ 388 ]: 413.5972 
RAW bias 388 : -504.6286 
RAW RMSE 388 : 1591.944 

nnet 388 : 719.7348 
nnet mean 388 : 359.7101 
nnet RMSE 388 : 654.5467 

forest 388 : -16.88765 
forest mean 388 : -886.1672 
forest RMSE 388 : 2274.245 

boosting 388 : 1979.952 
boosting mean 388 : 1001.352 
boosting RMSE 388 : 2670.054 

S: 389 
raw[ 389 ]: -485.2373 
RAW bias 389 : -504.5788 
RAW RMSE 389 : 1590.087 

nnet 389 : -451.5607 
nnet mean 389 : 357.6245 
nnet RMSE 389 : 654.1056 

forest 389 : -2132.333 
forest mean 389 : -889.3707 
forest RMSE 389 : 2273.892 

boosting 389 : 1276.253 
boosting mean 389 : 1002.058 
boosting RMSE 389 : 2667.405 

S: 390 
raw[ 390 ]: -1224.031 
RAW bias 390 : -506.4235 
RAW RMSE 390 : 1589.257 

nnet 390 : 821.37 
nnet mean 390 : 358.8136 
nnet RMSE 390 : 654.5892 

forest 390 : -812.1958 
forest mean 390 : -889.1729 
forest RMSE 390 : 2271.347 

boosting 390 : 1710.148 
boosting mean 390 : 1003.874 
boosting RMSE 390 : 2665.39 

S: 391 
raw[ 391 ]: 1718.545 
RAW bias 391 : -500.7331 
RAW RMSE 391 : 1589.601 

nnet 391 : 576.3354 
nnet mean 391 : 359.3699 
nnet RMSE 391 : 654.401 

forest 391 : 1804.427 
forest mean 391 : -882.2839 
forest RMSE 391 : 2270.275 

boosting 391 : 3111.561 
boosting mean 391 : 1009.265 
boosting RMSE 391 : 2666.626 

S: 392 
raw[ 392 ]: -307.1346 
RAW bias 392 : -500.2392 
RAW RMSE 392 : 1587.648 

nnet 392 : 540.8195 
nnet mean 392 : 359.8328 
nnet RMSE 392 : 654.1363 

forest 392 : -1220.539 
forest mean 392 : -883.1467 
forest RMSE 392 : 2268.215 

boosting 392 : 1927.487 
boosting mean 392 : 1011.607 
boosting RMSE 392 : 2665.002 

S: 393 
raw[ 393 ]: 439.8113 
RAW bias 393 : -497.8472 
RAW RMSE 393 : 1585.782 

nnet 393 : 631.3512 
nnet mean 393 : 360.5237 
nnet RMSE 393 : 654.0793 

forest 393 : -788.9702 
forest mean 393 : -882.9071 
forest RMSE 393 : 2265.677 

boosting 393 : -1409.810 
boosting mean 393 : 1005.446 
boosting RMSE 393 : 2662.559 

S: 394 
raw[ 394 ]: -143.2614 
RAW bias 394 : -496.9472 
RAW RMSE 394 : 1583.784 

nnet 394 : 467.9747 
nnet mean 394 : 360.7964 
nnet RMSE 394 : 653.674 

forest 394 : -1131.701 
forest mean 394 : -883.5386 
forest RMSE 394 : 2263.519 

boosting 394 : 2761.258 
boosting mean 394 : 1009.902 
boosting RMSE 394 : 2662.814 

S: 395 
raw[ 395 ]: -1095.334 
RAW bias 395 : -498.4621 
RAW RMSE 395 : 1582.738 

nnet 395 : -694.0915 
nnet mean 395 : 358.1258 
nnet RMSE 395 : 653.7795 

forest 395 : -1474.467 
forest mean 395 : -885.0346 
forest RMSE 395 : 2261.868 

boosting 395 : 2720.544 
boosting mean 395 : 1014.233 
boosting RMSE 395 : 2662.962 

S: 396 
raw[ 396 ]: -269.0471 
RAW bias 396 : -497.8828 
RAW RMSE 396 : 1580.796 

nnet 396 : 411.3441 
nnet mean 396 : 358.2602 
nnet RMSE 396 : 653.2806 

forest 396 : -2096.966 
forest mean 396 : -888.095 
forest RMSE 396 : 2261.467 

boosting 396 : 558.1269 
boosting mean 396 : 1013.081 
boosting RMSE 396 : 2659.745 

S: 397 
raw[ 397 ]: 289.3061 
RAW bias 397 : -495.9 
RAW RMSE 397 : 1578.871 

nnet 397 : 1213.268 
nnet mean 397 : 360.4139 
nnet RMSE 397 : 655.2926 

forest 397 : -792.8627 
forest mean 397 : -887.8551 
forest RMSE 397 : 2258.968 

boosting 397 : -3685.474 
boosting mean 397 : 1001.246 
boosting RMSE 397 : 2662.825 

S: 398 
raw[ 398 ]: -1577.706 
RAW bias 398 : -498.6181 
RAW RMSE 398 : 1578.868 

nnet 398 : -872.3694 
nnet mean 398 : 357.3164 
nnet RMSE 398 : 655.9281 

forest 398 : -1102.807 
forest mean 398 : -888.3952 
forest RMSE 398 : 2256.805 

boosting 398 : 1068.818 
boosting mean 398 : 1001.416 
boosting RMSE 398 : 2660.018 

S: 399 
raw[ 399 ]: -3549.545 
RAW bias 399 : -506.2645 
RAW RMSE 399 : 1586.869 

nnet 399 : -267.6474 
nnet mean 399 : 355.7501 
nnet RMSE 399 : 655.2426 

forest 399 : -7508.572 
forest mean 399 : -904.9871 
forest RMSE 399 : 2285.105 

boosting 399 : 1078.343 
boosting mean 399 : 1001.608 
boosting RMSE 399 : 2657.231 

S: 400 
raw[ 400 ]: -914.464 
RAW bias 400 : -507.285 
RAW RMSE 400 : 1585.544 

nnet 400 : -85.11408 
nnet mean 400 : 354.6479 
nnet RMSE 400 : 654.4369 

forest 400 : -1078.407 
forest mean 400 : -905.4207 
forest RMSE 400 : 2282.884 

boosting 400 : -348.2771 
boosting mean 400 : 998.2337 
boosting RMSE 400 : 2653.964 


S: 401 
raw[ 401 ]: -717.8087 
RAW bias 401 : -507.81 
RAW RMSE 401 : 1583.971 

nnet 401 : 114.6861 
nnet mean 401 : 354.0495 
nnet RMSE 401 : 653.6455 

forest 401 : -1796.371 
forest mean 401 : -907.6425 
forest RMSE 401 : 2281.799 

boosting 401 : 2713.442 
boosting mean 401 : 1002.511 
boosting RMSE 401 : 2654.114 

S: 402 
raw[ 402 ]: -2082.519 
RAW bias 402 : -511.7272 
RAW RMSE 402 : 1585.406 

nnet 402 : 478.0272 
nnet mean 402 : 354.3579 
nnet RMSE 402 : 653.2672 

forest 402 : 8.065138 
forest mean 402 : -905.3646 
forest RMSE 402 : 2278.960 

boosting 402 : 829.5441 
boosting mean 402 : 1002.081 
boosting RMSE 402 : 2651.134 

S: 403 
raw[ 403 ]: 4035.005 
RAW bias 403 : -500.445 
RAW RMSE 403 : 1596.144 

nnet 403 : 1273.824 
nnet mean 403 : 356.6395 
nnet RMSE 403 : 655.5345 

forest 403 : 4360.081 
forest mean 403 : -892.299 
forest RMSE 403 : 2286.469 

boosting 403 : 211.9555 
boosting mean 403 : 1000.120 
boosting RMSE 403 : 2647.863 

S: 404 
raw[ 404 ]: -1845.756 
RAW bias 404 : -503.7749 
RAW RMSE 404 : 1596.810 

nnet 404 : -398.9132 
nnet mean 404 : 354.7693 
nnet RMSE 404 : 655.0234 

forest 404 : -2191.393 
forest mean 404 : -895.5146 
forest RMSE 404 : 2286.239 

boosting 404 : 2489.691 
boosting mean 404 : 1003.807 
boosting RMSE 404 : 2647.484 

S: 405 
raw[ 405 ]: 227.7277 
RAW bias 405 : -501.9688 
RAW RMSE 405 : 1594.877 

nnet 405 : 18.12454 
nnet mean 405 : 353.9381 
nnet RMSE 405 : 654.2148 

forest 405 : -991.877 
forest mean 405 : -895.7525 
forest RMSE 405 : 2283.946 

boosting 405 : 1240.677 
boosting mean 405 : 1004.392 
boosting RMSE 405 : 2644.932 

S: 406 
raw[ 406 ]: 2108.313 
RAW bias 406 : -495.5395 
RAW RMSE 406 : 1596.345 

nnet 406 : 988.6323 
nnet mean 406 : 355.5014 
nnet RMSE 406 : 655.2482 

forest 406 : 4345.35 
forest mean 406 : -882.8434 
forest RMSE 406 : 2291.303 

boosting 406 : 5375.239 
boosting mean 406 : 1015.158 
boosting RMSE 406 : 2655.108 

S: 407 
raw[ 407 ]: -2500.394 
RAW bias 407 : -500.4654 
RAW RMSE 407 : 1599.192 

nnet 407 : -277.8231 
nnet mean 407 : 353.9453 
nnet RMSE 407 : 654.5876 

forest 407 : -671.293 
forest mean 407 : -882.3236 
forest RMSE 407 : 2288.728 

boosting 407 : 1072.293 
boosting mean 407 : 1015.298 
boosting RMSE 407 : 2652.377 

S: 408 
raw[ 408 ]: 444.4503 
RAW bias 408 : -498.1495 
RAW RMSE 408 : 1597.383 

nnet 408 : 745.0298 
nnet mean 408 : 354.9038 
nnet RMSE 408 : 654.8246 

forest 408 : -594.7378 
forest mean 408 : -881.6188 
forest RMSE 408 : 2286.112 

boosting 408 : 974.654 
boosting mean 408 : 1015.198 
boosting RMSE 408 : 2649.564 

S: 409 
raw[ 409 ]: -975.4936 
RAW bias 409 : -499.3166 
RAW RMSE 409 : 1596.158 

nnet 409 : -209.3238 
nnet mean 409 : 353.5243 
nnet RMSE 409 : 654.1055 

forest 409 : 680.374 
forest mean 409 : -877.7997 
forest RMSE 409 : 2283.563 

boosting 409 : 1977.241 
boosting mean 409 : 1017.551 
boosting RMSE 409 : 2648.128 

S: 410 
raw[ 410 ]: -1146.184 
RAW bias 410 : -500.8943 
RAW RMSE 410 : 1595.215 

nnet 410 : 94.21904 
nnet mean 410 : 352.8919 
nnet RMSE 410 : 653.3239 

forest 410 : -1772.569 
forest mean 410 : -879.982 
forest RMSE 410 : 2282.456 

boosting 410 : 1209.434 
boosting mean 410 : 1018.019 
boosting RMSE 410 : 2645.571 

S: 411 
raw[ 411 ]: 54.90714 
RAW bias 411 : -499.542 
RAW RMSE 411 : 1593.275 

nnet 411 : 153.4489 
nnet mean 411 : 352.4066 
nnet RMSE 411 : 652.5725 

forest 411 : 1819.917 
forest mean 411 : -873.413 
forest RMSE 411 : 2281.444 

boosting 411 : 187.5059 
boosting mean 411 : 1015.998 
boosting RMSE 411 : 2642.367 

S: 412 
raw[ 412 ]: -3697.189 
RAW bias 412 : -507.3033 
RAW RMSE 412 : 1601.731 

nnet 412 : 248.1663 
nnet mean 412 : 352.1536 
nnet RMSE 412 : 651.8947 

forest 412 : -2691.991 
forest mean 412 : -877.827 
forest RMSE 412 : 2282.53 

boosting 412 : 654.2661 
boosting mean 412 : 1015.12 
boosting RMSE 412 : 2639.355 

S: 413 
raw[ 413 ]: 401.8527 
RAW bias 413 : -505.1019 
RAW RMSE 413 : 1599.913 

nnet 413 : 1293.612 
nnet mean 413 : 354.4331 
nnet RMSE 413 : 654.2092 

forest 413 : 1227.119 
forest mean 413 : -872.7303 
forest RMSE 413 : 2280.565 

boosting 413 : 799.8176 
boosting mean 413 : 1014.599 
boosting RMSE 413 : 2636.451 

S: 414 
raw[ 414 ]: -1882.233 
RAW bias 414 : -508.4283 
RAW RMSE 414 : 1600.655 

nnet 414 : -279.9777 
nnet mean 414 : 352.9008 
nnet RMSE 414 : 653.5634 

forest 414 : -195.5454 
forest mean 414 : -871.0946 
forest RMSE 414 : 2277.829 

boosting 414 : 2599.54 
boosting mean 414 : 1018.427 
boosting RMSE 414 : 2636.363 

S: 415 
raw[ 415 ]: -944.3589 
RAW bias 415 : -509.4787 
RAW RMSE 415 : 1599.397 

nnet 415 : 618.3758 
nnet mean 415 : 353.5405 
nnet RMSE 415 : 653.481 

forest 415 : -710.7596 
forest mean 415 : -870.7082 
forest RMSE 415 : 2275.350 

boosting 415 : 2595.078 
boosting mean 415 : 1022.226 
boosting RMSE 415 : 2636.264 

S: 416 
raw[ 416 ]: 589.9996 
RAW bias 416 : -506.8358 
RAW RMSE 416 : 1597.736 

nnet 416 : 1419.328 
nnet mean 416 : 356.1024 
nnet RMSE 416 : 656.3942 

forest 416 : 31.40949 
forest mean 416 : -868.5397 
forest RMSE 416 : 2272.614 

boosting 416 : 1862.987 
boosting mean 416 : 1024.247 
boosting RMSE 416 : 2634.677 

S: 417 
raw[ 417 ]: 204.4003 
RAW bias 417 : -505.1302 
RAW RMSE 417 : 1595.85 

nnet 417 : 342.2372 
nnet mean 417 : 356.0692 
nnet RMSE 417 : 655.8208 

forest 417 : 205.3594 
forest mean 417 : -865.9644 
forest RMSE 417 : 2269.91 

boosting 417 : 3157.499 
boosting mean 417 : 1029.363 
boosting RMSE 417 : 2636.055 

S: 418 
raw[ 418 ]: -1767.745 
RAW bias 418 : -508.1508 
RAW RMSE 418 : 1596.283 

nnet 418 : 249.7042 
nnet mean 418 : 355.8147 
nnet RMSE 418 : 655.1498 

forest 418 : -2885.109 
forest mean 418 : -870.7949 
forest RMSE 418 : 2271.581 

boosting 418 : 2501.508 
boosting mean 418 : 1032.885 
boosting RMSE 418 : 2635.742 

S: 419 
raw[ 419 ]: -934.1475 
RAW bias 419 : -509.1675 
RAW RMSE 419 : 1595.030 

nnet 419 : -172.5610 
nnet mean 419 : 354.5537 
nnet RMSE 419 : 654.4218 

forest 419 : -4112.651 
forest mean 419 : -878.532 
forest RMSE 419 : 2277.747 

boosting 419 : -936.035 
boosting mean 419 : 1028.186 
boosting RMSE 419 : 2632.992 

S: 420 
raw[ 420 ]: -3102.992 
RAW bias 420 : -515.3432 
RAW RMSE 420 : 1600.309 

nnet 420 : -852.2106 
nnet mean 420 : 351.6804 
nnet RMSE 420 : 654.9637 

forest 420 : -1372.609 
forest mean 420 : -879.7084 
forest RMSE 420 : 2276.019 

boosting 420 : 2544.169 
boosting mean 420 : 1031.795 
boosting RMSE 420 : 2632.784 

S: 421 
raw[ 421 ]: -1051.444 
RAW bias 421 : -516.6166 
RAW RMSE 421 : 1599.229 

nnet 421 : -14.66609 
nnet mean 421 : 350.8103 
nnet RMSE 421 : 654.1857 

forest 421 : -1844.296 
forest mean 421 : -881.9995 
forest RMSE 421 : 2275.091 

boosting 421 : -955.0455 
boosting mean 421 : 1027.076 
boosting RMSE 421 : 2630.067 

S: 422 
raw[ 422 ]: 1144.122 
RAW bias 422 : -512.6812 
RAW RMSE 422 : 1598.303 

nnet 422 : 277.6625 
nnet mean 422 : 350.6369 
nnet RMSE 422 : 653.55 

forest 422 : 159.0545 
forest mean 422 : -879.5326 
forest RMSE 422 : 2272.407 

boosting 422 : -2623.299 
boosting mean 422 : 1018.426 
boosting RMSE 422 : 2630.051 

S: 423 
raw[ 423 ]: 62.67831 
RAW bias 423 : -511.3211 
RAW RMSE 423 : 1596.416 

nnet 423 : -144.3850 
nnet mean 423 : 349.4667 
nnet RMSE 423 : 652.8147 

forest 423 : -1984.263 
forest mean 423 : -882.1442 
forest RMSE 423 : 2271.769 

boosting 423 : 1544.105 
boosting mean 423 : 1019.668 
boosting RMSE 423 : 2628.013 

S: 424 
raw[ 424 ]: 274.4921 
RAW bias 424 : -509.4677 
RAW RMSE 424 : 1594.588 

nnet 424 : 3.6183 
nnet mean 424 : 348.651 
nnet RMSE 424 : 652.0445 

forest 424 : -2625.709 
forest mean 424 : -886.2564 
forest RMSE 424 : 2272.668 

boosting 424 : 1073.099 
boosting mean 424 : 1019.794 
boosting RMSE 424 : 2625.429 

S: 425 
raw[ 425 ]: -4047.624 
RAW bias 425 : -517.7928 
RAW RMSE 425 : 1604.767 

nnet 425 : 281.341 
nnet mean 425 : 348.4926 
nnet RMSE 425 : 651.4199 

forest 425 : -2890.446 
forest mean 425 : -890.9722 
forest RMSE 425 : 2274.319 

boosting 425 : 1245.644 
boosting mean 425 : 1020.326 
boosting RMSE 425 : 2623.035 

S: 426 
raw[ 426 ]: 365.8081 
RAW bias 426 : -515.7186 
RAW RMSE 426 : 1602.980 

nnet 426 : -211.4818 
nnet mean 426 : 347.1781 
nnet RMSE 426 : 650.7355 

forest 426 : -756.1838 
forest mean 426 : -890.6558 
forest RMSE 426 : 2271.943 

boosting 426 : 575.5628 
boosting mean 426 : 1019.282 
boosting RMSE 426 : 2620.103 

S: 427 
raw[ 427 ]: -973.9403 
RAW bias 427 : -516.7917 
RAW RMSE 427 : 1601.796 

nnet 427 : 732.1515 
nnet mean 427 : 348.0797 
nnet RMSE 427 : 650.9381 

forest 427 : 247.0344 
forest mean 427 : -887.9914 
forest RMSE 427 : 2269.313 

boosting 427 : 2379.118 
boosting mean 427 : 1022.466 
boosting RMSE 427 : 2619.564 

S: 428 
raw[ 428 ]: -2304.218 
RAW bias 428 : -520.968 
RAW RMSE 428 : 1603.795 

nnet 428 : -430.1641 
nnet mean 428 : 346.2614 
nnet RMSE 428 : 650.5096 

forest 428 : -1960.201 
forest mean 428 : -890.4965 
forest RMSE 428 : 2268.64 

boosting 428 : 1419.304 
boosting mean 428 : 1023.394 
boosting RMSE 428 : 2617.401 

S: 429 
raw[ 429 ]: -1297.944 
RAW bias 429 : -522.7791 
RAW RMSE 429 : 1603.150 

nnet 429 : 586.1072 
nnet mean 429 : 346.8204 
nnet RMSE 429 : 650.3669 

forest 429 : -1709.76 
forest mean 429 : -892.4062 
forest RMSE 429 : 2267.497 

boosting 429 : -92.29418 
boosting mean 429 : 1020.793 
boosting RMSE 429 : 2614.353 

S: 430 
raw[ 430 ]: -719.151 
RAW bias 430 : -523.2358 
RAW RMSE 430 : 1601.661 

nnet 430 : -197.488 
nnet mean 430 : 345.5546 
nnet RMSE 430 : 649.68 

forest 430 : 611.9855 
forest mean 430 : -888.9077 
forest RMSE 430 : 2265.051 

boosting 430 : 1432.788 
boosting mean 430 : 1021.751 
boosting RMSE 430 : 2612.225 

S: 431 
raw[ 431 ]: 1702.184 
RAW bias 431 : -518.0724 
RAW RMSE 431 : 1601.901 

nnet 431 : 641.6381 
nnet mean 431 : 346.2416 
nnet RMSE 431 : 649.6615 

forest 431 : 2559.663 
forest mean 431 : -880.9063 
forest RMSE 431 : 2265.779 

boosting 431 : 191.025 
boosting mean 431 : 1019.824 
boosting RMSE 431 : 2609.209 

S: 432 
raw[ 432 ]: 161.1985 
RAW bias 432 : -516.5 
RAW RMSE 432 : 1600.065 

nnet 432 : 298.6560 
nnet mean 432 : 346.1314 
nnet RMSE 432 : 649.0682 

forest 432 : -2034.104 
forest mean 432 : -883.5758 
forest RMSE 432 : 2265.270 

boosting 432 : -38.10170 
boosting mean 432 : 1017.375 
boosting RMSE 432 : 2606.188 

S: 433 
raw[ 433 ]: -782.3497 
RAW bias 433 : -517.114 
RAW RMSE 433 : 1598.658 

nnet 433 : 1039.251 
nnet mean 433 : 347.7322 
nnet RMSE 433 : 650.2391 

forest 433 : 803.1852 
forest mean 433 : -879.6802 
forest RMSE 433 : 2262.982 

boosting 433 : 941.6216 
boosting mean 433 : 1017.200 
boosting RMSE 433 : 2603.57 

S: 434 
raw[ 434 ]: 34.47939 
RAW bias 434 : -515.843 
RAW RMSE 434 : 1596.816 

nnet 434 : 312.7035 
nnet mean 434 : 347.6515 
nnet RMSE 434 : 649.663 

forest 434 : -504.884 
forest mean 434 : -878.8167 
forest RMSE 434 : 2260.504 

boosting 434 : 2677.392 
boosting mean 434 : 1021.025 
boosting RMSE 434 : 2603.743 

S: 435 
raw[ 435 ]: -2275.972 
RAW bias 435 : -519.8893 
RAW RMSE 435 : 1598.709 

nnet 435 : 8.593548 
nnet mean 435 : 346.872 
nnet RMSE 435 : 648.9159 

forest 435 : -844.336 
forest mean 435 : -878.7374 
forest RMSE 435 : 2258.267 

boosting 435 : 1643.138 
boosting mean 435 : 1022.455 
boosting RMSE 435 : 2601.941 

S: 436 
raw[ 436 ]: -132.0599 
RAW bias 436 : -518.9998 
RAW RMSE 436 : 1596.887 

nnet 436 : 595.844 
nnet mean 436 : 347.4430 
nnet RMSE 436 : 648.7992 

forest 436 : -3250.149 
forest mean 436 : -884.1764 
forest RMSE 436 : 2261.040 

boosting 436 : 1237.391 
boosting mean 436 : 1022.948 
boosting RMSE 436 : 2599.631 

S: 437 
raw[ 437 ]: -1296.003 
RAW bias 437 : -520.7778 
RAW RMSE 437 : 1596.263 

nnet 437 : 474.0008 
nnet mean 437 : 347.7326 
nnet RMSE 437 : 648.453 

forest 437 : -1004.840 
forest mean 437 : -884.4525 
forest RMSE 437 : 2258.963 

boosting 437 : 1261.778 
boosting mean 437 : 1023.495 
boosting RMSE 437 : 2597.356 

S: 438 
raw[ 438 ]: -2491.696 
RAW bias 438 : -525.2776 
RAW RMSE 438 : 1598.878 

nnet 438 : 752.2188 
nnet mean 438 : 348.6561 
nnet RMSE 438 : 648.7088 

forest 438 : -1178.625 
forest mean 438 : -885.1242 
forest RMSE 438 : 2257.085 

boosting 438 : 1997.637 
boosting mean 438 : 1025.719 
boosting RMSE 438 : 2596.145 

S: 439 
raw[ 439 ]: 488.7635 
RAW bias 439 : -522.9677 
RAW RMSE 439 : 1597.227 

nnet 439 : 582.2669 
nnet mean 439 : 349.1883 
nnet RMSE 439 : 648.5651 

forest 439 : -959.9166 
forest mean 439 : -885.2945 
forest RMSE 439 : 2254.978 

boosting 439 : -3930.636 
boosting mean 439 : 1014.429 
boosting RMSE 439 : 2599.963 

S: 440 
raw[ 440 ]: 29.27985 
RAW bias 440 : -521.7126 
RAW RMSE 440 : 1595.411 

nnet 440 : 152.1914 
nnet mean 440 : 348.7406 
nnet RMSE 440 : 647.8683 

forest 440 : -3563.653 
forest mean 440 : -891.3817 
forest RMSE 440 : 2258.812 

boosting 440 : 1163.692 
boosting mean 440 : 1014.768 
boosting RMSE 440 : 2597.599 

S: 441 
raw[ 441 ]: -1218.665 
RAW bias 441 : -523.293 
RAW RMSE 441 : 1594.658 

nnet 441 : 818.5536 
nnet mean 441 : 349.8059 
nnet RMSE 441 : 648.3062 

forest 441 : 403.4134 
forest mean 441 : -888.4457 
forest RMSE 441 : 2256.332 

boosting 441 : 1574.655 
boosting mean 441 : 1016.038 
boosting RMSE 441 : 2595.736 

S: 442 
raw[ 442 ]: -1114.740 
RAW bias 442 : -524.6311 
RAW RMSE 442 : 1593.735 

nnet 442 : 407.6499 
nnet mean 442 : 349.9368 
nnet RMSE 442 : 647.8627 

forest 442 : 119.0718 
forest mean 442 : -886.1662 
forest RMSE 442 : 2253.785 

boosting 442 : 1899.012 
boosting mean 442 : 1018.035 
boosting RMSE 442 : 2594.371 

S: 443 
raw[ 443 ]: -2222.135 
RAW bias 443 : -528.463 
RAW RMSE 443 : 1595.432 

nnet 443 : 19.71373 
nnet mean 443 : 349.1913 
nnet RMSE 443 : 647.1317 

forest 443 : -2562.545 
forest mean 443 : -889.9504 
forest RMSE 443 : 2254.530 

boosting 443 : 1143.728 
boosting mean 443 : 1018.319 
boosting RMSE 443 : 2592.011 

S: 444 
raw[ 444 ]: 86.91454 
RAW bias 444 : -527.077 
RAW RMSE 444 : 1593.64 

nnet 444 : 498.4017 
nnet mean 444 : 349.5274 
nnet RMSE 444 : 646.8352 

forest 444 : -87.16261 
forest mean 444 : -888.1423 
forest RMSE 444 : 2251.993 

boosting 444 : 2230.952 
boosting mean 444 : 1021.050 
boosting RMSE 444 : 2591.254 

S: 445 
raw[ 445 ]: -1859.149 
RAW bias 445 : -530.0704 
RAW RMSE 445 : 1594.286 

nnet 445 : 465.8804 
nnet mean 445 : 349.7889 
nnet RMSE 445 : 646.4853 

forest 445 : -1146.557 
forest mean 445 : -888.723 
forest RMSE 445 : 2250.118 

boosting 445 : 1811.601 
boosting mean 445 : 1022.827 
boosting RMSE 445 : 2589.765 

S: 446 
raw[ 446 ]: -1224.747 
RAW bias 446 : -531.628 
RAW RMSE 446 : 1593.553 

nnet 446 : 233.5286 
nnet mean 446 : 349.5282 
nnet RMSE 446 : 645.8548 

forest 446 : -596.5234 
forest mean 446 : -888.0678 
forest RMSE 446 : 2247.771 

boosting 446 : 1720.546 
boosting mean 446 : 1024.391 
boosting RMSE 446 : 2588.143 

S: 447 
raw[ 447 ]: 1760.574 
RAW bias 447 : -526.5 
RAW RMSE 447 : 1593.947 

nnet 447 : 649.6615 
nnet mean 447 : 350.1996 
nnet RMSE 447 : 645.8633 

forest 447 : -530.6075 
forest mean 447 : -887.2681 
forest RMSE 447 : 2245.396 

boosting 447 : -5973.235 
boosting mean 447 : 1008.736 
boosting RMSE 447 : 2600.638 

S: 448 
raw[ 448 ]: -1282.192 
RAW bias 448 : -528.1868 
RAW RMSE 448 : 1593.319 

nnet 448 : 132.5930 
nnet mean 448 : 349.7139 
nnet RMSE 448 : 645.1725 

forest 448 : 845.1997 
forest mean 448 : -883.401 
forest RMSE 448 : 2243.244 

boosting 448 : 1487.354 
boosting mean 448 : 1009.805 
boosting RMSE 448 : 2598.684 

S: 449 
raw[ 449 ]: 1624.731 
RAW bias 449 : -523.3919 
RAW RMSE 449 : 1593.389 

nnet 449 : 739.8145 
nnet mean 449 : 350.5827 
nnet RMSE 449 : 645.3987 

forest 449 : 1880.642 
forest mean 449 : -877.245 
forest RMSE 449 : 2242.502 

boosting 449 : -274.5247 
boosting mean 449 : 1006.944 
boosting RMSE 449 : 2595.821 

S: 450 
raw[ 450 ]: 1144.017 
RAW bias 450 : -519.6866 
RAW RMSE 450 : 1592.531 

nnet 450 : 1117.848 
nnet mean 450 : 352.2878 
nnet RMSE 450 : 646.8313 

forest 450 : 2558.892 
forest mean 450 : -869.6092 
forest RMSE 450 : 2243.254 

boosting 450 : 179.6165 
boosting mean 450 : 1005.106 
boosting RMSE 450 : 2592.949 

S: 451 
raw[ 451 ]: -1530.083 
RAW bias 451 : -521.9269 
RAW RMSE 451 : 1592.396 

nnet 451 : -425.4619 
nnet mean 451 : 350.5633 
nnet RMSE 451 : 646.4243 

forest 451 : -2042.677 
forest mean 451 : -872.2102 
forest RMSE 451 : 2242.829 

boosting 451 : 1709.191 
boosting mean 451 : 1006.667 
boosting RMSE 451 : 2591.323 

S: 452 
raw[ 452 ]: -80.89377 
RAW bias 452 : -520.9512 
RAW RMSE 452 : 1590.638 

nnet 452 : 1365.563 
nnet mean 452 : 352.8088 
nnet RMSE 452 : 648.8956 

forest 452 : 1525.371 
forest mean 452 : -866.9058 
forest RMSE 452 : 2241.495 

boosting 452 : 1477.931 
boosting mean 452 : 1007.710 
boosting RMSE 452 : 2589.388 

S: 453 
raw[ 453 ]: -184.2674 
RAW bias 453 : -520.2079 
RAW RMSE 453 : 1588.905 

nnet 453 : -555.2434 
nnet mean 453 : 350.8043 
nnet RMSE 453 : 648.7038 

forest 453 : 131.6849 
forest mean 453 : -864.7014 
forest RMSE 453 : 2239.028 

boosting 453 : 2037.955 
boosting mean 453 : 1009.984 
boosting RMSE 453 : 2588.3 

S: 454 
raw[ 454 ]: -1611.404 
RAW bias 454 : -522.6115 
RAW RMSE 454 : 1588.954 

nnet 454 : -671.3622 
nnet mean 454 : 348.5528 
nnet RMSE 454 : 648.7545 

forest 454 : 201.3959 
forest mean 454 : -862.3532 
forest RMSE 454 : 2236.581 

boosting 454 : -153.4935 
boosting mean 454 : 1007.421 
boosting RMSE 454 : 2585.458 

S: 455 
raw[ 455 ]: 1864.434 
RAW bias 455 : -517.3652 
RAW RMSE 455 : 1589.612 

nnet 455 : 570.825 
nnet mean 455 : 349.0413 
nnet RMSE 455 : 648.5935 

forest 455 : 1188.589 
forest mean 455 : -857.8456 
forest RMSE 455 : 2234.817 

boosting 455 : 2197.43 
boosting mean 455 : 1010.037 
boosting RMSE 455 : 2584.669 

S: 456 
raw[ 456 ]: -237.8835 
RAW bias 456 : -516.7523 
RAW RMSE 456 : 1587.907 

nnet 456 : 966.8655 
nnet mean 456 : 350.3962 
nnet RMSE 456 : 649.4622 

forest 456 : -2312.207 
forest mean 456 : -861.035 
forest RMSE 456 : 2234.990 

boosting 456 : 2496.996 
boosting mean 456 : 1013.297 
boosting RMSE 456 : 2584.48 

S: 457 
raw[ 457 ]: -1478.044 
RAW bias 457 : -518.8558 
RAW RMSE 457 : 1587.675 

nnet 457 : 121.4773 
nnet mean 457 : 349.8953 
nnet RMSE 457 : 648.7761 

forest 457 : -3586.319 
forest mean 457 : -866.9984 
forest RMSE 457 : 2238.837 

boosting 457 : 2917.368 
boosting mean 457 : 1017.464 
boosting RMSE 457 : 2585.255 

S: 458 
raw[ 458 ]: -1395.719 
RAW bias 458 : -520.7703 
RAW RMSE 458 : 1587.281 

nnet 458 : 918.4455 
nnet mean 458 : 351.1367 
nnet RMSE 458 : 649.4869 

forest 458 : 592.0344 
forest mean 458 : -863.8128 
forest RMSE 458 : 2236.563 

boosting 458 : 1889.388 
boosting mean 458 : 1019.368 
boosting RMSE 458 : 2583.94 

S: 459 
raw[ 459 ]: 3.338570 
RAW bias 459 : -519.6285 
RAW RMSE 459 : 1585.551 

nnet 459 : 603.8491 
nnet mean 459 : 351.6872 
nnet RMSE 459 : 649.3909 

forest 459 : -648.5493 
forest mean 459 : -863.3438 
forest RMSE 459 : 2234.33 

boosting 459 : 3456.665 
boosting mean 459 : 1024.678 
boosting RMSE 459 : 2586.162 

S: 460 
raw[ 460 ]: 334.7675 
RAW bias 460 : -517.7711 
RAW RMSE 460 : 1583.904 

nnet 460 : -207.2264 
nnet mean 460 : 350.4722 
nnet RMSE 460 : 648.7566 

forest 460 : 549.8943 
forest mean 460 : -860.2715 
forest RMSE 460 : 2232.047 

boosting 460 : -2948.790 
boosting mean 460 : 1016.040 
boosting RMSE 460 : 2587.005 

S: 461 
raw[ 461 ]: -1945.34 
RAW bias 461 : -520.8678 
RAW RMSE 461 : 1584.777 

nnet 461 : -130.3255 
nnet mean 461 : 349.4293 
nnet RMSE 461 : 648.081 

forest 461 : -2119.647 
forest mean 461 : -863.0034 
forest RMSE 461 : 2231.810 

boosting 461 : 2271.936 
boosting mean 461 : 1018.764 
boosting RMSE 461 : 2586.363 

S: 462 
raw[ 462 ]: -2159.286 
RAW bias 462 : -524.4141 
RAW RMSE 462 : 1586.245 

nnet 462 : -147.2914 
nnet mean 462 : 348.3541 
nnet RMSE 462 : 647.4155 

forest 462 : -1166.635 
forest mean 462 : -863.6606 
forest RMSE 462 : 2230.054 

boosting 462 : 2462.708 
boosting mean 462 : 1021.889 
boosting RMSE 462 : 2586.102 

S: 463 
raw[ 463 ]: -489.2669 
RAW bias 463 : -524.3382 
RAW RMSE 463 : 1584.695 

nnet 463 : -147.9843 
nnet mean 463 : 347.2821 
nnet RMSE 463 : 646.7526 

forest 463 : -4324.849 
forest mean 463 : -871.1362 
forest RMSE 463 : 2236.693 

boosting 463 : 2375.842 
boosting mean 463 : 1024.814 
boosting RMSE 463 : 2585.666 

S: 464 
raw[ 464 ]: -362.142 
RAW bias 464 : -523.9887 
RAW RMSE 464 : 1583.075 

nnet 464 : -189.0780 
nnet mean 464 : 346.1262 
nnet RMSE 464 : 646.1149 

forest 464 : -3445.133 
forest mean 464 : -876.6836 
forest RMSE 464 : 2239.999 

boosting 464 : 3248.259 
boosting mean 464 : 1029.606 
boosting RMSE 464 : 2587.277 

S: 465 
raw[ 465 ]: 2735.112 
RAW bias 465 : -516.9798 
RAW RMSE 465 : 1586.451 

nnet 465 : 87.60465 
nnet mean 465 : 345.5702 
nnet RMSE 465 : 645.4326 

forest 465 : 301.7156 
forest mean 465 : -874.1494 
forest RMSE 465 : 2237.632 

boosting 465 : 500.667 
boosting mean 465 : 1028.468 
boosting RMSE 465 : 2584.597 

S: 466 
raw[ 466 ]: -641.3964 
RAW bias 466 : -517.2468 
RAW RMSE 466 : 1585.026 

nnet 466 : 254.5618 
nnet mean 466 : 345.3749 
nnet RMSE 466 : 644.8475 

forest 466 : -3976.054 
forest mean 466 : -880.8058 
forest RMSE 466 : 2242.806 

boosting 466 : 1324.789 
boosting mean 466 : 1029.104 
boosting RMSE 466 : 2582.552 

S: 467 
raw[ 467 ]: 103.3435 
RAW bias 467 : -515.9179 
RAW RMSE 467 : 1583.335 

nnet 467 : 1391.260 
nnet mean 467 : 347.6145 
nnet RMSE 467 : 647.3659 

forest 467 : -968.4645 
forest mean 467 : -880.9935 
forest RMSE 467 : 2240.852 

boosting 467 : -5752.706 
boosting mean 467 : 1014.582 
boosting RMSE 467 : 2593.484 

S: 468 
raw[ 468 ]: -1357.689 
RAW bias 468 : -517.7166 
RAW RMSE 468 : 1582.888 

nnet 468 : -563.7635 
nnet mean 468 : 345.6671 
nnet RMSE 468 : 647.1988 

forest 468 : -1362.706 
forest mean 468 : -882.0228 
forest RMSE 468 : 2239.343 

boosting 468 : 2268.723 
boosting mean 468 : 1017.262 
boosting RMSE 468 : 2592.833 

S: 469 
raw[ 469 ]: -1048.460 
RAW bias 469 : -518.8483 
RAW RMSE 469 : 1581.940 

nnet 469 : -7.741284 
nnet mean 469 : 344.9136 
nnet RMSE 469 : 646.5085 

forest 469 : -910.7753 
forest mean 469 : -882.0841 
forest RMSE 469 : 2237.349 

boosting 469 : 2738.483 
boosting mean 469 : 1020.932 
boosting RMSE 469 : 2593.152 

S: 470 
raw[ 470 ]: -1852.015 
RAW bias 470 : -521.6848 
RAW RMSE 470 : 1582.564 

nnet 470 : 486.441 
nnet mean 470 : 345.2147 
nnet RMSE 470 : 646.21 

forest 470 : -1091.884 
forest mean 470 : -882.5305 
forest RMSE 470 : 2235.535 

boosting 470 : 2684.415 
boosting mean 470 : 1024.471 
boosting RMSE 470 : 2593.35 

S: 471 
raw[ 471 ]: -564.5081 
RAW bias 471 : -521.7757 
RAW RMSE 471 : 1581.097 

nnet 471 : -378.9646 
nnet mean 471 : 343.6772 
nnet RMSE 471 : 645.7598 

forest 471 : -1069.353 
forest mean 471 : -882.9272 
forest RMSE 471 : 2233.704 

boosting 471 : 695.6086 
boosting mean 471 : 1023.773 
boosting RMSE 471 : 2590.794 

S: 472 
raw[ 472 ]: -1952.21 
RAW bias 472 : -524.8063 
RAW RMSE 472 : 1581.975 

nnet 472 : 276.3254 
nnet mean 472 : 343.5345 
nnet RMSE 472 : 645.2008 

forest 472 : -1984.607 
forest mean 472 : -885.2612 
forest RMSE 472 : 2233.206 

boosting 472 : 2182.780 
boosting mean 472 : 1026.228 
boosting RMSE 472 : 2589.997 

S: 473 
raw[ 473 ]: -1071.299 
RAW bias 473 : -525.9617 
RAW RMSE 473 : 1581.069 

nnet 473 : 265.6776 
nnet mean 473 : 343.3699 
nnet RMSE 473 : 644.6341 

forest 473 : 1292.303 
forest mean 473 : -880.6575 
forest RMSE 473 : 2231.635 

boosting 473 : 1947.042 
boosting mean 473 : 1028.175 
boosting RMSE 473 : 2588.806 

S: 474 
raw[ 474 ]: 2261.321 
RAW bias 474 : -520.0813 
RAW RMSE 474 : 1582.812 

nnet 474 : 881.3485 
nnet mean 474 : 344.5048 
nnet RMSE 474 : 645.225 

forest 474 : 4664.462 
forest mean 474 : -868.959 
forest RMSE 474 : 2239.551 

boosting 474 : 1827.158 
boosting mean 474 : 1029.861 
boosting RMSE 474 : 2587.435 

S: 475 
raw[ 475 ]: -2143.04 
RAW bias 475 : -523.4981 
RAW RMSE 475 : 1584.2 

nnet 475 : -438.9508 
nnet mean 475 : 342.8555 
nnet RMSE 475 : 644.86 

forest 475 : 1038.264 
forest mean 475 : -864.9437 
forest RMSE 475 : 2237.7 

boosting 475 : 1231.168 
boosting mean 475 : 1030.284 
boosting RMSE 475 : 2585.328 

S: 476 
raw[ 476 ]: 2837.77 
RAW bias 476 : -516.4366 
RAW RMSE 476 : 1587.871 

nnet 476 : 550.0063 
nnet mean 476 : 343.2906 
nnet RMSE 476 : 644.6754 

forest 476 : 3591.146 
forest mean 476 : -855.5822 
forest RMSE 476 : 2241.4 

boosting 476 : 3669.124 
boosting mean 476 : 1035.828 
boosting RMSE 476 : 2588.080 

S: 477 
raw[ 477 ]: -2219.164 
RAW bias 477 : -520.0062 
RAW RMSE 477 : 1589.457 

nnet 477 : -139.5448 
nnet mean 477 : 342.2784 
nnet RMSE 477 : 644.031 

forest 477 : -3629.171 
forest mean 477 : -861.3969 
forest RMSE 477 : 2245.207 

boosting 477 : 1629.187 
boosting mean 477 : 1037.072 
boosting RMSE 477 : 2586.442 

S: 478 
raw[ 478 ]: 1801.927 
RAW bias 478 : -515.1486 
RAW RMSE 478 : 1589.931 

nnet 478 : 241.9782 
nnet mean 478 : 342.0686 
nnet RMSE 478 : 643.4521 

forest 478 : 1272.324 
forest mean 478 : -856.933 
forest RMSE 478 : 2243.612 

boosting 478 : -9434.43 
boosting mean 478 : 1015.165 
boosting RMSE 478 : 2619.522 

S: 479 
raw[ 479 ]: -394.51 
RAW bias 479 : -514.8968 
RAW RMSE 479 : 1588.373 

nnet 479 : -218.2561 
nnet mean 479 : 340.8988 
nnet RMSE 479 : 642.8575 

forest 479 : -4194.349 
forest mean 479 : -863.9005 
forest RMSE 479 : 2249.447 

boosting 479 : 2081.227 
boosting mean 479 : 1017.391 
boosting RMSE 479 : 2618.514 

S: 480 
raw[ 480 ]: 679.8958 
RAW bias 480 : -512.4076 
RAW RMSE 480 : 1587.021 

nnet 480 : 461.4341 
nnet mean 480 : 341.1499 
nnet RMSE 480 : 642.5327 

forest 480 : -1578.079 
forest mean 480 : -865.3883 
forest RMSE 480 : 2248.257 

boosting 480 : -216.3805 
boosting mean 480 : 1014.821 
boosting RMSE 480 : 2615.803 

S: 481 
raw[ 481 ]: -1610.171 
RAW bias 481 : -514.6899 
RAW RMSE 481 : 1587.069 

nnet 481 : 552.8561 
nnet mean 481 : 341.5901 
nnet RMSE 481 : 642.3593 

forest 481 : -2546.775 
forest mean 481 : -868.884 
forest RMSE 481 : 2248.919 

boosting 481 : 3055.655 
boosting mean 481 : 1019.063 
boosting RMSE 481 : 2616.794 

S: 482 
raw[ 482 ]: 551.7711 
RAW bias 482 : -512.4773 
RAW RMSE 482 : 1585.621 

nnet 482 : 280.0883 
nnet mean 482 : 341.4625 
nnet RMSE 482 : 641.8194 

forest 482 : -5427.651 
forest mean 482 : -878.342 
forest RMSE 482 : 2260.146 

boosting 482 : 1376.263 
boosting mean 482 : 1019.804 
boosting RMSE 482 : 2614.83 

S: 483 
raw[ 483 ]: -1628.901 
RAW bias 483 : -514.7887 
RAW RMSE 483 : 1585.712 

nnet 483 : 26.87971 
nnet mean 483 : 340.8111 
nnet RMSE 483 : 641.1558 

forest 483 : -3027.945 
forest mean 483 : -882.7925 
forest RMSE 483 : 2262.005 

boosting 483 : 2938.569 
boosting mean 483 : 1023.777 
boosting RMSE 483 : 2615.542 

S: 484 
raw[ 484 ]: 666.2687 
RAW bias 484 : -512.3485 
RAW RMSE 484 : 1584.363 

nnet 484 : 600.1351 
nnet mean 484 : 341.3469 
nnet RMSE 484 : 641.0738 

forest 484 : -2325.69 
forest mean 484 : -885.7737 
forest RMSE 484 : 2262.139 

boosting 484 : 1551.953 
boosting mean 484 : 1024.868 
boosting RMSE 484 : 2613.790 

S: 485 
raw[ 485 ]: 888.0421 
RAW bias 485 : -509.4611 
RAW RMSE 485 : 1583.242 

nnet 485 : 873.7198 
nnet mean 485 : 342.4446 
nnet RMSE 485 : 641.6402 

forest 485 : -3113.169 
forest mean 485 : -890.3663 
forest RMSE 485 : 2264.222 

boosting 485 : -1755.318 
boosting mean 485 : 1019.136 
boosting RMSE 485 : 2612.311 

S: 486 
raw[ 486 ]: -344.2119 
RAW bias 486 : -509.1211 
RAW RMSE 486 : 1581.689 

nnet 486 : 717.1132 
nnet mean 486 : 343.2155 
nnet RMSE 486 : 641.8046 

forest 486 : -1285.399 
forest mean 486 : -891.179 
forest RMSE 486 : 2262.643 

boosting 486 : 1220.86 
boosting mean 486 : 1019.551 
boosting RMSE 486 : 2610.209 

S: 487 
raw[ 487 ]: -682.4034 
RAW bias 487 : -509.4769 
RAW RMSE 487 : 1580.367 

nnet 487 : 321.3196 
nnet mean 487 : 343.1706 
nnet RMSE 487 : 641.3107 

forest 487 : 1057.925 
forest mean 487 : -887.1768 
forest RMSE 487 : 2260.827 

boosting 487 : 1793.554 
boosting mean 487 : 1021.140 
boosting RMSE 487 : 2608.794 

S: 488 
raw[ 488 ]: 1730.188 
RAW bias 488 : -504.8875 
RAW RMSE 488 : 1580.689 

nnet 488 : 1416.434 
nnet mean 488 : 345.3699 
nnet RMSE 488 : 643.8539 

forest 488 : 5.391526 
forest mean 488 : -885.3478 
forest RMSE 488 : 2258.510 

boosting 488 : -107.2749 
boosting mean 488 : 1018.828 
boosting RMSE 488 : 2606.125 

S: 489 
raw[ 489 ]: -1620 
RAW bias 489 : -507.1679 
RAW RMSE 489 : 1580.77 

nnet 489 : 450.3819 
nnet mean 489 : 345.5846 
nnet RMSE 489 : 643.5176 

forest 489 : -2049.090 
forest mean 489 : -887.7276 
forest RMSE 489 : 2258.101 

boosting 489 : 2834.297 
boosting mean 489 : 1022.541 
boosting RMSE 489 : 2606.612 

S: 490 
raw[ 490 ]: 83.89905 
RAW bias 490 : -505.9616 
RAW RMSE 490 : 1579.161 

nnet 490 : -181.4954 
nnet mean 490 : 344.5090 
nnet RMSE 490 : 642.9129 

forest 490 : 1127.717 
forest mean 490 : -883.6145 
forest RMSE 490 : 2256.371 

boosting 490 : 233.1918 
boosting mean 490 : 1020.930 
boosting RMSE 490 : 2603.972 

S: 491 
raw[ 491 ]: -1413.056 
RAW bias 491 : -507.809 
RAW RMSE 491 : 1578.840 

nnet 491 : 135.6885 
nnet mean 491 : 344.0837 
nnet RMSE 491 : 642.2871 

forest 491 : -267.5113 
forest mean 491 : -882.3597 
forest RMSE 491 : 2254.105 

boosting 491 : 2665.544 
boosting mean 491 : 1024.279 
boosting RMSE 491 : 2604.099 

S: 492 
raw[ 492 ]: -1204.334 
RAW bias 492 : -509.2247 
RAW RMSE 492 : 1578.169 

nnet 492 : 566.0235 
nnet mean 492 : 344.5348 
nnet RMSE 492 : 642.1412 

forest 492 : -275.447 
forest mean 492 : -881.1261 
forest RMSE 492 : 2251.847 

boosting 492 : 3365.549 
boosting mean 492 : 1029.038 
boosting RMSE 492 : 2605.872 

S: 493 
raw[ 493 ]: 522.9517 
RAW bias 493 : -507.1311 
RAW RMSE 493 : 1576.744 

nnet 493 : 343.8741 
nnet mean 493 : 344.5334 
nnet RMSE 493 : 641.6766 

forest 493 : -221.0535 
forest mean 493 : -879.7872 
forest RMSE 493 : 2249.584 

boosting 493 : 585.0471 
boosting mean 493 : 1028.137 
boosting RMSE 493 : 2603.361 

S: 494 
raw[ 494 ]: -63.40682 
RAW bias 494 : -506.2328 
RAW RMSE 494 : 1575.150 

nnet 494 : 830.4648 
nnet mean 494 : 345.5171 
nnet RMSE 494 : 642.1148 

forest 494 : -490.7746 
forest mean 494 : -878.9997 
forest RMSE 494 : 2247.414 

boosting 494 : -1682.546 
boosting mean 494 : 1022.650 
boosting RMSE 494 : 2601.826 

S: 495 
raw[ 495 ]: 893.6622 
RAW bias 495 : -503.4048 
RAW RMSE 495 : 1574.070 

nnet 495 : 885.989 
nnet mean 495 : 346.6090 
nnet RMSE 495 : 642.7008 

forest 495 : 1962.714 
forest mean 495 : -873.2589 
forest RMSE 495 : 2246.876 

boosting 495 : -466.9757 
boosting mean 495 : 1019.641 
boosting RMSE 495 : 2599.282 

S: 496 
raw[ 496 ]: -1962.595 
RAW bias 496 : -506.3467 
RAW RMSE 496 : 1574.95 

nnet 496 : 621.1423 
nnet mean 496 : 347.1624 
nnet RMSE 496 : 642.658 

forest 496 : -3768.288 
forest mean 496 : -879.0957 
forest RMSE 496 : 2250.978 

boosting 496 : 1328.949 
boosting mean 496 : 1020.264 
boosting RMSE 496 : 2597.345 

S: 497 
raw[ 497 ]: -700.4098 
RAW bias 497 : -506.7372 
RAW RMSE 497 : 1573.678 

nnet 497 : -767.0915 
nnet mean 497 : 344.9205 
nnet RMSE 497 : 642.9326 

forest 497 : -1473.756 
forest mean 497 : -880.2922 
forest RMSE 497 : 2249.683 

boosting 497 : 1415.338 
boosting mean 497 : 1021.059 
boosting RMSE 497 : 2595.508 

S: 498 
raw[ 498 ]: -514.2592 
RAW bias 498 : -506.7523 
RAW RMSE 498 : 1572.267 

nnet 498 : 409.1478 
nnet mean 498 : 345.0495 
nnet RMSE 498 : 642.5484 

forest 498 : -3410.329 
forest mean 498 : -885.3726 
forest RMSE 498 : 2252.613 

boosting 498 : -719.4945 
boosting mean 498 : 1017.564 
boosting RMSE 498 : 2593.101 

S: 499 
raw[ 499 ]: 2663.858 
RAW bias 499 : -500.3983 
RAW RMSE 499 : 1575.211 

nnet 499 : 1206.065 
nnet mean 499 : 346.7749 
nnet RMSE 499 : 644.1708 

forest 499 : 274.1561 
forest mean 499 : -883.0489 
forest RMSE 499 : 2250.389 

boosting 499 : 4735.597 
boosting mean 499 : 1025.015 
boosting RMSE 499 : 2599.161 

S: 500 
raw[ 500 ]: 836.8025 
RAW bias 500 : -497.7239 
RAW RMSE 500 : 1574.080 

nnet 500 : -223.4954 
nnet mean 500 : 345.6344 
nnet RMSE 500 : 643.604 

forest 500 : 3026.614 
forest mean 500 : -875.2295 
forest RMSE 500 : 2252.208 

boosting 500 : -4499.122 
boosting mean 500 : 1013.967 
boosting RMSE 500 : 2604.345 


S: 501 
raw[ 501 ]: 11.74000 
RAW bias 501 : -496.707 
RAW RMSE 501 : 1572.508 

nnet 501 : 1110.411 
nnet mean 501 : 347.1609 
nnet RMSE 501 : 644.8723 

forest 501 : 1113.203 
forest mean 501 : -871.2606 
forest RMSE 501 : 2250.509 

boosting 501 : -1682.463 
boosting mean 501 : 1008.585 
boosting RMSE 501 : 2602.83 

S: 502 
raw[ 502 ]: -1645.843 
RAW bias 502 : -498.9962 
RAW RMSE 502 : 1572.658 

nnet 502 : 592.203 
nnet mean 502 : 347.649 
nnet RMSE 502 : 644.7717 

forest 502 : -2304.659 
forest mean 502 : -874.116 
forest RMSE 502 : 2250.618 

boosting 502 : 1874.382 
boosting mean 502 : 1010.310 
boosting RMSE 502 : 2601.582 

S: 503 
raw[ 503 ]: 783.59 
RAW bias 503 : -496.4463 
RAW RMSE 503 : 1571.482 

nnet 503 : 421.4722 
nnet mean 503 : 347.7958 
nnet RMSE 503 : 644.4045 

forest 503 : -387.3505 
forest mean 503 : -873.1483 
forest RMSE 503 : 2248.446 

boosting 503 : 3149.922 
boosting mean 503 : 1014.563 
boosting RMSE 503 : 2602.786 

S: 504 
raw[ 504 ]: -2089.473 
RAW bias 504 : -499.6071 
RAW RMSE 504 : 1572.679 

nnet 504 : -150.4649 
nnet mean 504 : 346.8072 
nnet RMSE 504 : 643.7998 

forest 504 : -3431.531 
forest mean 504 : -878.2244 
forest RMSE 504 : 2251.409 

boosting 504 : 2582.776 
boosting mean 504 : 1017.675 
boosting RMSE 504 : 2602.747 

S: 505 
raw[ 505 ]: -2692.317 
RAW bias 505 : -503.9491 
RAW RMSE 505 : 1575.682 

nnet 505 : -324.3878 
nnet mean 505 : 345.4781 
nnet RMSE 505 : 643.324 

forest 505 : -3564.432 
forest mean 505 : -883.5436 
forest RMSE 505 : 2254.765 

boosting 505 : 2107.768 
boosting mean 505 : 1019.833 
boosting RMSE 505 : 2601.860 

S: 506 
raw[ 506 ]: -1055.080 
RAW bias 506 : -505.0382 
RAW RMSE 506 : 1574.823 

nnet 506 : 528.9485 
nnet mean 506 : 345.8407 
nnet RMSE 506 : 643.118 

forest 506 : -53.67441 
forest mean 506 : -881.9036 
forest RMSE 506 : 2252.537 

boosting 506 : 2422.950 
boosting mean 506 : 1022.606 
boosting RMSE 506 : 2601.518 

S: 507 
raw[ 507 ]: -313.2231 
RAW bias 507 : -504.6599 
RAW RMSE 507 : 1573.331 

nnet 507 : -39.16729 
nnet mean 507 : 345.0813 
nnet RMSE 507 : 642.4859 

forest 507 : -1840.299 
forest mean 507 : -883.7939 
forest RMSE 507 : 2251.798 

boosting 507 : -2287.586 
boosting mean 507 : 1016.077 
boosting RMSE 507 : 2600.936 

S: 508 
raw[ 508 ]: -2911.061 
RAW bias 508 : -509.3969 
RAW RMSE 508 : 1577.079 

nnet 508 : 463.8551 
nnet mean 508 : 345.3151 
nnet RMSE 508 : 642.183 

forest 508 : -202.1698 
forest mean 508 : -882.4521 
forest RMSE 508 : 2249.598 

boosting 508 : 1458.085 
boosting mean 508 : 1016.947 
boosting RMSE 508 : 2599.180 

S: 509 
raw[ 509 ]: -221.3706 
RAW bias 509 : -508.8311 
RAW RMSE 509 : 1575.560 

nnet 509 : 914.7275 
nnet mean 509 : 346.4338 
nnet RMSE 509 : 642.8318 

forest 509 : 416.7782 
forest mean 509 : -879.8996 
forest RMSE 509 : 2247.463 

boosting 509 : 2282.31 
boosting mean 509 : 1019.433 
boosting RMSE 509 : 2598.596 

S: 510 
raw[ 510 ]: -1911.041 
RAW bias 510 : -511.5805 
RAW RMSE 510 : 1576.287 

nnet 510 : -66.79386 
nnet mean 510 : 345.6235 
nnet RMSE 510 : 642.208 

forest 510 : 311.3034 
forest mean 510 : -877.564 
forest RMSE 510 : 2245.301 

boosting 510 : 2026.808 
boosting mean 510 : 1021.409 
boosting RMSE 510 : 2597.598 

S: 511 
raw[ 511 ]: -1446.687 
RAW bias 511 : -513.4104 
RAW RMSE 511 : 1576.044 

nnet 511 : 1162.018 
nnet mean 511 : 347.2212 
nnet RMSE 511 : 643.6354 

forest 511 : -1841.007 
forest mean 511 : -879.4493 
forest RMSE 511 : 2244.581 

boosting 511 : 1455.700 
boosting mean 511 : 1022.259 
boosting RMSE 511 : 2595.854 

S: 512 
raw[ 512 ]: -2064.757 
RAW bias 512 : -516.4404 
RAW RMSE 512 : 1577.146 

nnet 512 : 339.7013 
nnet mean 512 : 347.2065 
nnet RMSE 512 : 643.1818 

forest 512 : -1838.247 
forest mean 512 : -881.322 
forest RMSE 512 : 2243.859 

boosting 512 : 1429.033 
boosting mean 512 : 1023.053 
boosting RMSE 512 : 2594.086 

S: 513 
raw[ 513 ]: -634.1225 
RAW bias 513 : -516.6698 
RAW RMSE 513 : 1575.857 

nnet 513 : 494.708 
nnet mean 513 : 347.494 
nnet RMSE 513 : 642.9257 

forest 513 : -1329.122 
forest mean 513 : -882.1949 
forest RMSE 513 : 2242.439 

boosting 513 : 3056.63 
boosting mean 513 : 1027.017 
boosting RMSE 513 : 2595.068 

S: 514 
raw[ 514 ]: 1835.021 
RAW bias 514 : -512.0945 
RAW RMSE 514 : 1576.402 

nnet 514 : 226.9206 
nnet mean 514 : 347.2594 
nnet RMSE 514 : 642.378 

forest 514 : 2542.334 
forest mean 514 : -875.5324 
forest RMSE 514 : 2243.062 

boosting 514 : 1379.326 
boosting mean 514 : 1027.703 
boosting RMSE 514 : 2593.256 

S: 515 
raw[ 515 ]: -2065.434 
RAW bias 515 : -515.1107 
RAW RMSE 515 : 1577.499 

nnet 515 : 32.86037 
nnet mean 515 : 346.6490 
nnet RMSE 515 : 641.7556 

forest 515 : -2011.754 
forest mean 515 : -877.7386 
forest RMSE 515 : 2242.636 

boosting 515 : 429.5286 
boosting mean 515 : 1026.541 
boosting RMSE 515 : 2590.806 

S: 516 
raw[ 516 ]: -71.26312 
RAW bias 516 : -514.2506 
RAW RMSE 516 : 1575.973 

nnet 516 : 50.65565 
nnet mean 516 : 346.0753 
nnet RMSE 516 : 641.1374 

forest 516 : -752.7016 
forest mean 516 : -877.4963 
forest RMSE 516 : 2240.706 

boosting 516 : 3182.394 
boosting mean 516 : 1030.719 
boosting RMSE 516 : 2592.083 

S: 517 
raw[ 517 ]: 2920.589 
RAW bias 517 : -507.6068 
RAW RMSE 517 : 1579.679 

nnet 517 : 1614.242 
nnet mean 517 : 348.5283 
nnet RMSE 517 : 644.4395 

forest 517 : 1968.604 
forest mean 517 : -871.9913 
forest RMSE 517 : 2240.212 

boosting 517 : -3434.133 
boosting mean 517 : 1022.083 
boosting RMSE 517 : 2593.976 

S: 518 
raw[ 518 ]: 3939.268 
RAW bias 518 : -499.0221 
RAW RMSE 518 : 1587.616 

nnet 518 : 1364.131 
nnet mean 518 : 350.4889 
nnet RMSE 518 : 646.601 

forest 518 : 4001.948 
forest mean 518 : -862.5821 
forest RMSE 518 : 2244.945 

boosting 518 : -289.5407 
boosting mean 518 : 1019.551 
boosting RMSE 518 : 2591.502 

S: 519 
raw[ 519 ]: -879.2873 
RAW bias 519 : -499.7548 
RAW RMSE 519 : 1586.555 

nnet 519 : 477.8981 
nnet mean 519 : 350.7344 
nnet RMSE 519 : 646.3183 

forest 519 : -2376.411 
forest mean 519 : -865.499 
forest RMSE 519 : 2245.206 

boosting 519 : 3171.642 
boosting mean 519 : 1023.698 
boosting RMSE 519 : 2592.745 

S: 520 
raw[ 520 ]: 346.4727 
RAW bias 520 : -498.1274 
RAW RMSE 520 : 1585.102 

nnet 520 : 1010.396 
nnet mean 520 : 352.0030 
nnet RMSE 520 : 647.215 

forest 520 : -214.6962 
forest mean 520 : -864.2474 
forest RMSE 520 : 2243.066 

boosting 520 : 1988.142 
boosting mean 520 : 1025.552 
boosting RMSE 520 : 2591.718 

S: 521 
raw[ 521 ]: 1206.468 
RAW bias 521 : -494.8556 
RAW RMSE 521 : 1584.462 

nnet 521 : 496.8159 
nnet mean 521 : 352.2809 
nnet RMSE 521 : 646.9598 

forest 521 : 1487.425 
forest mean 521 : -859.7336 
forest RMSE 521 : 2241.860 

boosting 521 : -4774.109 
boosting mean 521 : 1014.420 
boosting RMSE 521 : 2597.663 

S: 522 
raw[ 522 ]: -1591.005 
RAW bias 522 : -496.9555 
RAW RMSE 522 : 1584.474 

nnet 522 : -126.4156 
nnet mean 522 : 351.3639 
nnet RMSE 522 : 646.3635 

forest 522 : -642.8218 
forest mean 522 : -859.3181 
forest RMSE 522 : 2239.888 

boosting 522 : -650.2266 
boosting mean 522 : 1011.231 
boosting RMSE 522 : 2595.33 

S: 523 
raw[ 523 ]: -346.7157 
RAW bias 523 : -496.6683 
RAW RMSE 523 : 1583.031 

nnet 523 : 308.0619 
nnet mean 523 : 351.2811 
nnet RMSE 523 : 645.8858 

forest 523 : 129.6590 
forest mean 523 : -857.4271 
forest RMSE 523 : 2237.753 

boosting 523 : -979.8917 
boosting mean 523 : 1007.424 
boosting RMSE 523 : 2593.201 

S: 524 
raw[ 524 ]: 840.2609 
RAW bias 524 : -494.1169 
RAW RMSE 524 : 1581.946 

nnet 524 : 674.2317 
nnet mean 524 : 351.8974 
nnet RMSE 524 : 645.941 

forest 524 : 1205.169 
forest mean 524 : -853.4909 
forest RMSE 524 : 2236.236 

boosting 524 : -732.1888 
boosting mean 524 : 1004.104 
boosting RMSE 524 : 2590.923 

S: 525 
raw[ 525 ]: -2738.692 
RAW bias 525 : -498.3922 
RAW RMSE 525 : 1584.952 

nnet 525 : 266.5625 
nnet mean 525 : 351.7348 
nnet RMSE 525 : 645.4304 

forest 525 : -1903.786 
forest mean 525 : -855.4914 
forest RMSE 525 : 2235.65 

boosting 525 : 2337.57 
boosting mean 525 : 1006.644 
boosting RMSE 525 : 2590.464 

S: 526 
raw[ 526 ]: -3043.405 
RAW bias 526 : -503.2307 
RAW RMSE 526 : 1588.995 

nnet 526 : -92.52428 
nnet mean 526 : 350.8902 
nnet RMSE 526 : 644.8292 

forest 526 : -6897.522 
forest mean 526 : -866.9782 
forest RMSE 526 : 2253.681 

boosting 526 : 1275.477 
boosting mean 526 : 1007.155 
boosting RMSE 526 : 2588.598 

S: 527 
raw[ 527 ]: 957.8585 
RAW bias 527 : -500.4582 
RAW RMSE 527 : 1588.035 

nnet 527 : 1750.978 
nnet mean 527 : 353.5470 
nnet RMSE 527 : 648.7168 

forest 527 : -2088.933 
forest mean 527 : -869.2969 
forest RMSE 527 : 2253.380 

boosting 527 : 3352.621 
boosting mean 527 : 1011.606 
boosting RMSE 527 : 2590.261 

S: 528 
raw[ 528 ]: -1765.494 
RAW bias 528 : -502.8541 
RAW RMSE 528 : 1588.390 

nnet 528 : 213.0639 
nnet mean 528 : 353.2809 
nnet RMSE 528 : 648.1685 

forest 528 : 73.07526 
forest mean 528 : -867.5121 
forest RMSE 528 : 2251.247 

boosting 528 : 1222.786 
boosting mean 528 : 1012.006 
boosting RMSE 528 : 2588.354 

S: 529 
raw[ 529 ]: -778.0241 
RAW bias 529 : -503.3743 
RAW RMSE 529 : 1587.249 

nnet 529 : -639.8403 
nnet mean 529 : 351.4035 
nnet RMSE 529 : 648.1528 

forest 529 : -2012.462 
forest mean 529 : -869.6765 
forest RMSE 529 : 2250.819 

boosting 529 : 2635.645 
boosting mean 529 : 1015.075 
boosting RMSE 529 : 2588.445 

S: 530 
raw[ 530 ]: 1.453909 
RAW bias 530 : -502.4218 
RAW RMSE 530 : 1585.751 

nnet 530 : 298.7562 
nnet mean 530 : 351.3042 
nnet RMSE 530 : 647.6711 

forest 530 : -148.9773 
forest mean 530 : -868.3166 
forest RMSE 530 : 2248.704 

boosting 530 : -697.4212 
boosting mean 530 : 1011.844 
boosting RMSE 530 : 2586.179 

S: 531 
raw[ 531 ]: -2091.663 
RAW bias 531 : -505.4147 
RAW RMSE 531 : 1586.855 

nnet 531 : 358.5441 
nnet mean 531 : 351.3178 
nnet RMSE 531 : 647.248 

forest 531 : -6196.701 
forest mean 531 : -878.3513 
forest RMSE 531 : 2262.623 

boosting 531 : 2357.716 
boosting mean 531 : 1014.379 
boosting RMSE 531 : 2585.768 

S: 532 
raw[ 532 ]: -1493.482 
RAW bias 532 : -507.272 
RAW RMSE 532 : 1586.685 

nnet 532 : -247.1111 
nnet mean 532 : 350.1930 
nnet RMSE 532 : 646.7282 

forest 532 : -1630.589 
forest mean 532 : -879.7653 
forest RMSE 532 : 2261.601 

boosting 532 : 474.6317 
boosting mean 532 : 1013.364 
boosting RMSE 532 : 2583.418 

S: 533 
raw[ 533 ]: -2416.554 
RAW bias 533 : -510.8541 
RAW RMSE 533 : 1588.648 

nnet 533 : 132.3593 
nnet mean 533 : 349.7843 
nnet RMSE 533 : 646.1466 

forest 533 : -4689.146 
forest mean 533 : -886.9123 
forest RMSE 533 : 2268.589 

boosting 533 : 3072.58 
boosting mean 533 : 1017.228 
boosting RMSE 533 : 2584.423 

S: 534 
raw[ 534 ]: -900.0496 
RAW bias 534 : -511.5829 
RAW RMSE 534 : 1587.637 

nnet 534 : 325.8822 
nnet mean 534 : 349.7395 
nnet RMSE 534 : 645.6954 

forest 534 : -596.0589 
forest mean 534 : -886.3676 
forest RMSE 534 : 2266.610 

boosting 534 : -335.0755 
boosting mean 534 : 1014.695 
boosting RMSE 534 : 2582.042 

S: 535 
raw[ 535 ]: -1243.883 
RAW bias 535 : -512.9517 
RAW RMSE 535 : 1587.064 

nnet 535 : 747.6559 
nnet mean 535 : 350.4833 
nnet RMSE 535 : 645.901 

forest 535 : 90.6167 
forest mean 535 : -884.5415 
forest RMSE 535 : 2264.494 

boosting 535 : 3132.437 
boosting mean 535 : 1018.654 
boosting RMSE 535 : 2583.181 

S: 536 
raw[ 536 ]: -1254.753 
RAW bias 536 : -514.3357 
RAW RMSE 536 : 1586.509 

nnet 536 : -218.7133 
nnet mean 536 : 349.4213 
nnet RMSE 536 : 645.3673 

forest 536 : -595.5141 
forest mean 536 : -884.0023 
forest RMSE 536 : 2262.527 

boosting 536 : 880.7585 
boosting mean 536 : 1018.396 
boosting RMSE 536 : 2581.05 

S: 537 
raw[ 537 ]: 402.5051 
RAW bias 537 : -512.6283 
RAW RMSE 537 : 1585.126 

nnet 537 : 796.0797 
nnet mean 537 : 350.2531 
nnet RMSE 537 : 645.6806 

forest 537 : 1275.778 
forest mean 537 : -879.9803 
forest RMSE 537 : 2261.09 

boosting 537 : 436.3628 
boosting mean 537 : 1017.313 
boosting RMSE 537 : 2578.715 

S: 538 
raw[ 538 ]: 532.4727 
RAW bias 538 : -510.6858 
RAW RMSE 538 : 1583.819 

nnet 538 : 518.2156 
nnet mean 538 : 350.5653 
nnet RMSE 538 : 645.4671 

forest 538 : -2165.768 
forest mean 538 : -882.3703 
forest RMSE 538 : 2260.917 

boosting 538 : 1585.682 
boosting mean 538 : 1018.369 
boosting RMSE 538 : 2577.224 

S: 539 
raw[ 539 ]: 1014.774 
RAW bias 539 : -507.8556 
RAW RMSE 539 : 1582.952 

nnet 539 : 816.131 
nnet mean 539 : 351.4291 
nnet RMSE 539 : 645.8255 

forest 539 : 1964.529 
forest mean 539 : -877.0885 
forest RMSE 539 : 2260.403 

boosting 539 : 1386.643 
boosting mean 539 : 1019.052 
boosting RMSE 539 : 2575.525 

S: 540 
raw[ 540 ]: 109.7573 
RAW bias 540 : -506.7119 
RAW RMSE 540 : 1581.493 

nnet 540 : 453.4352 
nnet mean 540 : 351.618 
nnet RMSE 540 : 645.5222 

forest 540 : -632.8869 
forest mean 540 : -876.6362 
forest RMSE 540 : 2258.473 

boosting 540 : 2395.663 
boosting mean 540 : 1021.602 
boosting RMSE 540 : 2575.203 

S: 541 
raw[ 541 ]: -1785.351 
RAW bias 541 : -509.0754 
RAW RMSE 541 : 1581.894 

nnet 541 : -298.1577 
nnet mean 541 : 350.4169 
nnet RMSE 541 : 645.0527 

forest 541 : -2394.782 
forest mean 541 : -879.4424 
forest RMSE 541 : 2258.732 

boosting 541 : 27.31363 
boosting mean 541 : 1019.764 
boosting RMSE 541 : 2572.822 

S: 542 
raw[ 542 ]: 2865.834 
RAW bias 542 : -502.8486 
RAW RMSE 542 : 1585.221 

nnet 542 : -250.8174 
nnet mean 542 : 349.3076 
nnet RMSE 542 : 644.5474 

forest 542 : 3527.809 
forest mean 542 : -871.311 
forest RMSE 542 : 2261.730 

boosting 542 : -7910.448 
boosting mean 542 : 1003.287 
boosting RMSE 542 : 2592.808 

S: 543 
raw[ 543 ]: 2223.281 
RAW bias 543 : -497.8281 
RAW RMSE 543 : 1586.632 

nnet 543 : 1001.720 
nnet mean 543 : 350.5091 
nnet RMSE 543 : 645.3869 

forest 543 : -492.4158 
forest mean 543 : -870.6132 
forest RMSE 543 : 2259.745 

boosting 543 : -4610.013 
boosting mean 543 : 992.9497 
boosting RMSE 543 : 2597.963 

S: 544 
raw[ 544 ]: 910.543 
RAW bias 544 : -495.2392 
RAW RMSE 544 : 1585.653 

nnet 544 : 616.5511 
nnet mean 544 : 350.9982 
nnet RMSE 544 : 645.335 

forest 544 : 2492.170 
forest mean 544 : -864.4316 
forest RMSE 544 : 2260.194 

boosting 544 : -93.30017 
boosting mean 544 : 990.9529 
boosting RMSE 544 : 2595.577 

S: 545 
raw[ 545 ]: 632.8011 
RAW bias 545 : -493.1694 
RAW RMSE 545 : 1584.43 

nnet 545 : 321.5092 
nnet mean 545 : 350.9441 
nnet RMSE 545 : 644.8898 

forest 545 : 1210.107 
forest mean 545 : -860.6251 
forest RMSE 545 : 2258.714 

boosting 545 : -618.936 
boosting mean 545 : 987.999 
boosting RMSE 545 : 2593.33 

S: 546 
raw[ 546 ]: 2773.426 
RAW bias 546 : -487.1866 
RAW RMSE 546 : 1587.422 

nnet 546 : 530.6047 
nnet mean 546 : 351.2731 
nnet RMSE 546 : 644.699 

forest 546 : 1533.998 
forest mean 546 : -856.2393 
forest RMSE 546 : 2257.6 

boosting 546 : 547.6099 
boosting mean 546 : 987.1924 
boosting RMSE 546 : 2591.060 

S: 547 
raw[ 547 ]: -2936.529 
RAW bias 547 : -491.6644 
RAW RMSE 547 : 1590.932 

nnet 547 : 15.92280 
nnet mean 547 : 350.66 
nnet RMSE 547 : 644.1098 

forest 547 : -2932.813 
forest mean 547 : -860.0356 
forest RMSE 547 : 2259.018 

boosting 547 : 1222.918 
boosting mean 547 : 987.6233 
boosting RMSE 547 : 2589.219 

S: 548 
raw[ 548 ]: 53.18715 
RAW bias 548 : -490.6701 
RAW RMSE 548 : 1589.482 

nnet 548 : 616.5337 
nnet mean 548 : 351.1452 
nnet RMSE 548 : 644.0605 

forest 548 : -541.7765 
forest mean 548 : -859.4549 
forest RMSE 548 : 2257.075 

boosting 548 : -2907.145 
boosting mean 548 : 980.516 
boosting RMSE 548 : 2589.835 

S: 549 
raw[ 549 ]: -840.6063 
RAW bias 549 : -491.3075 
RAW RMSE 549 : 1588.439 

nnet 549 : -634.6782 
nnet mean 549 : 349.3495 
nnet RMSE 549 : 644.0436 

forest 549 : 1461.631 
forest mean 549 : -855.227 
forest RMSE 549 : 2255.881 

boosting 549 : 3843.727 
boosting mean 549 : 985.7314 
boosting RMSE 549 : 2592.67 

S: 550 
raw[ 550 ]: -359.8048 
RAW bias 550 : -491.0684 
RAW RMSE 550 : 1587.068 

nnet 550 : 81.96598 
nnet mean 550 : 348.8634 
nnet RMSE 550 : 643.4673 

forest 550 : 469.4943 
forest mean 550 : -852.8184 
forest RMSE 550 : 2253.918 

boosting 550 : 1910.740 
boosting mean 550 : 987.4132 
boosting RMSE 550 : 2591.593 

S: 551 
raw[ 551 ]: -1228.961 
RAW bias 551 : -492.4076 
RAW RMSE 551 : 1586.491 

nnet 551 : 754.2426 
nnet mean 551 : 349.5991 
nnet RMSE 551 : 643.6856 

forest 551 : -471.4939 
forest mean 551 : -852.1264 
forest RMSE 551 : 2251.962 

boosting 551 : 3209.951 
boosting mean 551 : 991.4469 
boosting RMSE 551 : 2592.849 

S: 552 
raw[ 552 ]: -944.267 
RAW bias 552 : -493.2262 
RAW RMSE 552 : 1585.563 

nnet 552 : -221.5416 
nnet mean 552 : 348.5644 
nnet RMSE 552 : 643.1714 

forest 552 : -105.7958 
forest mean 552 : -850.7743 
forest RMSE 552 : 2249.925 

boosting 552 : -964.0062 
boosting mean 552 : 987.9044 
boosting RMSE 552 : 2590.824 

S: 553 
raw[ 553 ]: -578.0974 
RAW bias 553 : -493.3797 
RAW RMSE 553 : 1584.320 

nnet 553 : 558.1892 
nnet mean 553 : 348.9435 
nnet RMSE 553 : 643.0279 

forest 553 : 608.3967 
forest mean 553 : -848.1357 
forest RMSE 553 : 2248.039 

boosting 553 : 1328.803 
boosting mean 553 : 988.5209 
boosting RMSE 553 : 2589.097 

S: 554 
raw[ 554 ]: -1267.425 
RAW bias 554 : -494.7769 
RAW RMSE 554 : 1583.805 

nnet 554 : 188.6539 
nnet mean 554 : 348.6542 
nnet RMSE 554 : 642.4973 

forest 554 : -4763.798 
forest mean 554 : -855.2037 
forest RMSE 554 : 2255.11 

boosting 554 : 2362.310 
boosting mean 554 : 991.0006 
boosting RMSE 554 : 2588.706 

S: 555 
raw[ 555 ]: -749.2826 
RAW bias 555 : -495.2354 
RAW RMSE 555 : 1582.697 

nnet 555 : -854.16 
nnet mean 555 : 346.4869 
nnet RMSE 555 : 642.9413 

forest 555 : -1990.497 
forest mean 555 : -857.2492 
forest RMSE 555 : 2254.661 

boosting 555 : 1621.666 
boosting mean 555 : 992.137 
boosting RMSE 555 : 2587.288 

S: 556 
raw[ 556 ]: -1748.774 
RAW bias 556 : -497.49 
RAW RMSE 556 : 1583.011 

nnet 556 : -326.6934 
nnet mean 556 : 345.2762 
nnet RMSE 556 : 642.5123 

forest 556 : 1574.442 
forest mean 556 : -852.8757 
forest RMSE 556 : 2253.622 

boosting 556 : 2945.81 
boosting mean 556 : 995.6508 
boosting RMSE 556 : 2587.978 

S: 557 
raw[ 557 ]: -1223.834 
RAW bias 557 : -498.794 
RAW RMSE 557 : 1582.440 

nnet 557 : -55.82504 
nnet mean 557 : 344.5561 
nnet RMSE 557 : 641.9396 

forest 557 : 630.3276 
forest mean 557 : -850.2129 
forest RMSE 557 : 2251.756 

boosting 557 : 2702.686 
boosting mean 557 : 998.7154 
boosting RMSE 557 : 2588.188 

S: 558 
raw[ 558 ]: 1450.634 
RAW bias 558 : -495.3004 
RAW RMSE 558 : 1582.213 

nnet 558 : 2018.483 
nnet mean 558 : 347.5559 
nnet RMSE 558 : 647.0313 

forest 558 : 1108.405 
forest mean 558 : -846.7028 
forest RMSE 558 : 2250.227 

boosting 558 : -6711.534 
boosting mean 558 : 984.8978 
boosting RMSE 558 : 2601.43 

S: 559 
raw[ 559 ]: 765.4766 
RAW bias 559 : -493.045 
RAW RMSE 559 : 1581.129 

nnet 559 : 1062.85 
nnet mean 559 : 348.8355 
nnet RMSE 559 : 648.0134 

forest 559 : 691.7027 
forest mean 559 : -843.9507 
forest RMSE 559 : 2248.404 

boosting 559 : -1062.304 
boosting mean 559 : 981.2355 
boosting RMSE 559 : 2599.490 

S: 560 
raw[ 560 ]: -501.0956 
RAW bias 560 : -493.0594 
RAW RMSE 560 : 1579.858 

nnet 560 : -204.7103 
nnet mean 560 : 347.8470 
nnet RMSE 560 : 647.4924 

forest 560 : -872.3224 
forest mean 560 : -844.0014 
forest RMSE 560 : 2246.698 

boosting 560 : 1271.103 
boosting mean 560 : 981.7532 
boosting RMSE 560 : 2597.724 

S: 561 
raw[ 561 ]: -501.2477 
RAW bias 561 : -493.074 
RAW RMSE 561 : 1578.592 

nnet 561 : 150.1203 
nnet mean 561 : 347.4946 
nnet RMSE 561 : 646.9461 

forest 561 : -435.6821 
forest mean 561 : -843.2735 
forest RMSE 561 : 2244.77 

boosting 561 : 2641.018 
boosting mean 561 : 984.7108 
boosting RMSE 561 : 2597.802 

S: 562 
raw[ 562 ]: -796.3252 
RAW bias 562 : -493.6136 
RAW RMSE 562 : 1577.544 

nnet 562 : 1018.595 
nnet mean 562 : 348.6887 
nnet RMSE 562 : 647.7968 

forest 562 : 776.292 
forest mean 562 : -840.3918 
forest RMSE 562 : 2243.011 

boosting 562 : 1581.274 
boosting mean 562 : 985.7724 
boosting RMSE 562 : 2596.346 

S: 563 
raw[ 563 ]: -433.4518 
RAW bias 563 : -493.5067 
RAW RMSE 563 : 1576.248 

nnet 563 : 286.8416 
nnet mean 563 : 348.5789 
nnet RMSE 563 : 647.3341 

forest 563 : 490.6852 
forest mean 563 : -838.0275 
forest RMSE 563 : 2241.113 

boosting 563 : 2367.139 
boosting mean 563 : 988.226 
boosting RMSE 563 : 2595.957 

S: 564 
raw[ 564 ]: -170.6430 
RAW bias 564 : -492.9343 
RAW RMSE 564 : 1574.867 

nnet 564 : 677.4352 
nnet mean 564 : 349.1619 
nnet RMSE 564 : 647.3887 

forest 564 : 1336.187 
forest mean 564 : -834.1725 
forest RMSE 564 : 2239.833 

boosting 564 : -697.3187 
boosting mean 564 : 985.2374 
boosting RMSE 564 : 2593.821 

S: 565 
raw[ 565 ]: 1217.527 
RAW bias 565 : -489.9069 
RAW RMSE 565 : 1574.306 

nnet 565 : 801.5378 
nnet mean 565 : 349.9626 
nnet RMSE 565 : 647.694 

forest 565 : 543.432 
forest mean 565 : -831.7343 
forest RMSE 565 : 2237.966 

boosting 565 : 2573.952 
boosting mean 565 : 988.0493 
boosting RMSE 565 : 2593.786 

S: 566 
raw[ 566 ]: 641.5137 
RAW bias 566 : -487.9079 
RAW RMSE 566 : 1573.146 

nnet 566 : 15.71978 
nnet mean 566 : 349.3721 
nnet RMSE 566 : 647.1219 

forest 566 : 2697.594 
forest mean 566 : -825.4987 
forest RMSE 566 : 2238.862 

boosting 566 : -3347.683 
boosting mean 566 : 980.389 
boosting RMSE 566 : 2595.311 

S: 567 
raw[ 567 ]: -1911.558 
RAW bias 567 : -490.4188 
RAW RMSE 567 : 1573.807 

nnet 567 : -277.309 
nnet mean 567 : 348.2668 
nnet RMSE 567 : 646.6558 

forest 567 : -579.3733 
forest mean 567 : -825.0646 
forest RMSE 567 : 2237.019 

boosting 567 : 1638.388 
boosting mean 567 : 981.5494 
boosting RMSE 567 : 2593.934 

S: 568 
raw[ 568 ]: 1085.473 
RAW bias 568 : -487.6443 
RAW RMSE 568 : 1573.08 

nnet 568 : 1080.534 
nnet mean 568 : 349.556 
nnet RMSE 568 : 647.6752 

forest 568 : 315.8254 
forest mean 568 : -823.056 
forest RMSE 568 : 2235.088 

boosting 568 : 1725.287 
boosting mean 568 : 982.8588 
boosting RMSE 568 : 2592.660 

S: 569 
raw[ 569 ]: 274.5604 
RAW bias 569 : -486.3048 
RAW RMSE 569 : 1571.739 

nnet 569 : 304.1634 
nnet mean 569 : 349.4762 
nnet RMSE 569 : 647.2314 

forest 569 : -3069.519 
forest mean 569 : -827.0041 
forest RMSE 569 : 2236.827 

boosting 569 : 1737.187 
boosting mean 569 : 984.1846 
boosting RMSE 569 : 2591.405 

S: 570 
raw[ 570 ]: -326.4879 
RAW bias 570 : -486.0244 
RAW RMSE 570 : 1570.419 

nnet 570 : -11.33694 
nnet mean 570 : 348.8432 
nnet RMSE 570 : 646.6636 

forest 570 : 1471.256 
forest mean 570 : -822.972 
forest RMSE 570 : 2235.714 

boosting 570 : 2181.692 
boosting mean 570 : 986.2854 
boosting RMSE 570 : 2590.743 

S: 571 
raw[ 571 ]: -4151.373 
RAW bias 571 : -492.4436 
RAW RMSE 571 : 1578.632 

nnet 571 : 73.84598 
nnet mean 571 : 348.3616 
nnet RMSE 571 : 646.1045 

forest 571 : -7199.338 
forest mean 571 : -834.139 
forest RMSE 571 : 2253.982 

boosting 571 : 1641.906 
boosting mean 571 : 987.4336 
boosting RMSE 571 : 2589.385 

S: 572 
raw[ 572 ]: -1972.274 
RAW bias 572 : -495.0307 
RAW RMSE 572 : 1579.406 

nnet 572 : 1260.473 
nnet mean 572 : 349.9562 
nnet RMSE 572 : 647.6873 

forest 572 : -556.6657 
forest mean 572 : -833.654 
forest RMSE 572 : 2252.131 

boosting 572 : 2374.475 
boosting mean 572 : 989.8585 
boosting RMSE 572 : 2589.025 

S: 573 
raw[ 573 ]: -3871.410 
RAW bias 573 : -500.9231 
RAW RMSE 573 : 1586.294 

nnet 573 : -1091.844 
nnet mean 573 : 347.44 
nnet RMSE 573 : 648.7274 

forest 573 : -2335.712 
forest mean 573 : -836.2754 
forest RMSE 573 : 2252.280 

boosting 573 : 1991.549 
boosting mean 573 : 991.6067 
boosting RMSE 573 : 2588.102 

S: 574 
raw[ 574 ]: -1753.334 
RAW bias 574 : -503.105 
RAW RMSE 574 : 1586.6 

nnet 574 : -533.2166 
nnet mean 574 : 345.9058 
nnet RMSE 574 : 648.544 

forest 574 : -4839.035 
forest mean 574 : -843.2488 
forest RMSE 574 : 2259.363 

boosting 574 : 1425.473 
boosting mean 574 : 992.3626 
boosting RMSE 574 : 2586.531 

S: 575 
raw[ 575 ]: 1335.215 
RAW bias 575 : -499.908 
RAW RMSE 575 : 1586.197 

nnet 575 : 1049.253 
nnet mean 575 : 347.129 
nnet RMSE 575 : 649.4555 

forest 575 : 2818.882 
forest mean 575 : -836.8799 
forest RMSE 575 : 2260.456 

boosting 575 : 985.552 
boosting mean 575 : 992.3507 
boosting RMSE 575 : 2584.608 

S: 576 
raw[ 576 ]: 366.1259 
RAW bias 576 : -498.4044 
RAW RMSE 576 : 1584.893 

nnet 576 : 639.7448 
nnet mean 576 : 347.637 
nnet RMSE 576 : 649.4388 

forest 576 : 876.3756 
forest mean 576 : -833.9055 
forest RMSE 576 : 2258.788 

boosting 576 : 853.2338 
boosting mean 576 : 992.1092 
boosting RMSE 576 : 2582.608 

S: 577 
raw[ 577 ]: 2941.449 
RAW bias 577 : -492.4428 
RAW RMSE 577 : 1588.247 

nnet 577 : -106.8275 
nnet mean 577 : 346.8493 
nnet RMSE 577 : 648.891 

forest 577 : 1228.452 
forest mean 577 : -830.3312 
forest RMSE 577 : 2257.409 

boosting 577 : -1851.373 
boosting mean 577 : 987.1811 
boosting RMSE 577 : 2581.52 

S: 578 
raw[ 578 ]: 2483.102 
RAW bias 578 : -487.2948 
RAW RMSE 578 : 1590.23 

nnet 578 : 1892.18 
nnet mean 578 : 349.5229 
nnet RMSE 578 : 653.0892 

forest 578 : 1782.357 
forest mean 578 : -825.811 
forest RMSE 578 : 2256.674 

boosting 578 : -6187.146 
boosting mean 578 : 974.7688 
boosting RMSE 578 : 2592.093 

S: 579 
raw[ 579 ]: -776.0475 
RAW bias 579 : -487.7935 
RAW RMSE 579 : 1589.183 

nnet 579 : 62.2146 
nnet mean 579 : 349.0267 
nnet RMSE 579 : 652.53 

forest 579 : -2469.298 
forest mean 579 : -828.6495 
forest RMSE 579 : 2257.058 

boosting 579 : 2470.579 
boosting mean 579 : 977.3522 
boosting RMSE 579 : 2591.888 

S: 580 
raw[ 580 ]: 581.4606 
RAW bias 580 : -485.95 
RAW RMSE 580 : 1587.996 

nnet 580 : 1091.936 
nnet mean 580 : 350.3076 
nnet RMSE 580 : 653.542 

forest 580 : -92.84734 
forest mean 580 : -827.3809 
forest RMSE 580 : 2255.115 

boosting 580 : 1705.374 
boosting mean 580 : 978.6075 
boosting RMSE 580 : 2590.620 

S: 581 
raw[ 581 ]: 177.7125 
RAW bias 581 : -484.8077 
RAW RMSE 581 : 1586.646 

nnet 581 : 338.6527 
nnet mean 581 : 350.2875 
nnet RMSE 581 : 653.1304 

forest 581 : -36.82677 
forest mean 581 : -826.0202 
forest RMSE 581 : 2253.174 

boosting 581 : 2516.197 
boosting mean 581 : 981.254 
boosting RMSE 581 : 2590.494 

S: 582 
raw[ 582 ]: -588.4407 
RAW bias 582 : -484.9858 
RAW RMSE 582 : 1585.470 

nnet 582 : -22.30786 
nnet mean 582 : 349.6473 
nnet RMSE 582 : 652.5697 

forest 582 : 509.6701 
forest mean 582 : -823.7252 
forest RMSE 582 : 2251.337 

boosting 582 : 566.703 
boosting mean 582 : 980.5416 
boosting RMSE 582 : 2588.374 

S: 583 
raw[ 583 ]: 1706.930 
RAW bias 583 : -481.226 
RAW RMSE 583 : 1585.687 

nnet 583 : -393.4057 
nnet mean 583 : 348.3728 
nnet RMSE 583 : 652.2134 

forest 583 : 608.1606 
forest mean 583 : -821.2691 
forest RMSE 583 : 2249.546 

boosting 583 : 1508.859 
boosting mean 583 : 981.4478 
boosting RMSE 583 : 2586.908 

S: 584 
raw[ 584 ]: -2058.453 
RAW bias 584 : -483.9268 
RAW RMSE 584 : 1586.616 

nnet 584 : -427.2361 
nnet mean 584 : 347.0447 
nnet RMSE 584 : 651.8945 

forest 584 : -682.9703 
forest mean 584 : -821.0323 
forest RMSE 584 : 2247.797 

boosting 584 : 2627.192 
boosting mean 584 : 984.2659 
boosting RMSE 584 : 2586.978 

S: 585 
raw[ 585 ]: 2371.341 
RAW bias 585 : -479.046 
RAW RMSE 585 : 1588.289 

nnet 585 : 1758.460 
nnet mean 585 : 349.4574 
nnet RMSE 585 : 655.3822 

forest 585 : 1542.287 
forest mean 585 : -816.9925 
forest RMSE 585 : 2246.78 

boosting 585 : 1729.12 
boosting mean 585 : 985.5391 
boosting RMSE 585 : 2585.754 

S: 586 
raw[ 586 ]: 1043.875 
RAW bias 586 : -476.4471 
RAW RMSE 586 : 1587.519 

nnet 586 : 1693.232 
nnet mean 586 : 351.7505 
nnet RMSE 586 : 658.5479 

forest 586 : -705.1377 
forest mean 586 : -816.8016 
forest RMSE 586 : 2245.051 

boosting 586 : -2713.14 
boosting mean 586 : 979.2274 
boosting RMSE 586 : 2585.977 

S: 587 
raw[ 587 ]: -1880.664 
RAW bias 587 : -478.8393 
RAW RMSE 587 : 1588.064 

nnet 587 : -1403.418 
nnet mean 587 : 348.7604 
nnet RMSE 587 : 660.5315 

forest 587 : -2959.229 
forest mean 587 : -820.4514 
forest RMSE 587 : 2246.461 

boosting 587 : 2128.403 
boosting mean 587 : 981.1851 
boosting RMSE 587 : 2585.266 

S: 588 
raw[ 588 ]: -1208.217 
RAW bias 588 : -480.0798 
RAW RMSE 588 : 1587.495 

nnet 588 : -352.6042 
nnet mean 588 : 347.5676 
nnet RMSE 588 : 660.1298 

forest 588 : -731.6249 
forest mean 588 : -820.3003 
forest RMSE 588 : 2244.753 

boosting 588 : 1268.623 
boosting mean 588 : 981.674 
boosting RMSE 588 : 2583.597 

S: 589 
raw[ 589 ]: -2.534594 
RAW bias 589 : -479.269 
RAW RMSE 589 : 1586.147 

nnet 589 : 254.4623 
nnet mean 589 : 347.4096 
nnet RMSE 589 : 659.6525 

forest 589 : 1018.753 
forest mean 589 : -817.178 
forest RMSE 589 : 2243.239 

boosting 589 : -965.6303 
boosting mean 589 : 978.3678 
boosting RMSE 589 : 2581.709 

S: 590 
raw[ 590 ]: 716.4627 
RAW bias 590 : -477.2423 
RAW RMSE 590 : 1585.077 

nnet 590 : 776.4039 
nnet mean 590 : 348.1367 
nnet RMSE 590 : 659.8678 

forest 590 : -1933.495 
forest mean 590 : -819.07 
forest RMSE 590 : 2242.75 

boosting 590 : -2189.402 
boosting mean 590 : 972.9987 
boosting RMSE 590 : 2581.095 

S: 591 
raw[ 591 ]: 3702.484 
RAW bias 591 : -470.17 
RAW RMSE 591 : 1591.041 

nnet 591 : 310.6813 
nnet mean 591 : 348.0733 
nnet RMSE 591 : 659.4332 

forest 591 : 2318.003 
forest mean 591 : -813.762 
forest RMSE 591 : 2242.880 

boosting 591 : -5475.678 
boosting mean 591 : 962.0873 
boosting RMSE 591 : 2588.728 

S: 592 
raw[ 592 ]: 16.43294 
RAW bias 592 : -469.3481 
RAW RMSE 592 : 1589.697 

nnet 592 : 174.0825 
nnet mean 592 : 347.7794 
nnet RMSE 592 : 658.9148 

forest 592 : 1076.344 
forest mean 592 : -810.5692 
forest RMSE 592 : 2241.421 

boosting 592 : 3433.161 
boosting mean 592 : 966.2614 
boosting RMSE 592 : 2590.386 

S: 593 
raw[ 593 ]: -1515.112 
RAW bias 593 : -471.1116 
RAW RMSE 593 : 1589.574 

nnet 593 : -214.1324 
nnet mean 593 : 346.8318 
nnet RMSE 593 : 658.4177 

forest 593 : -1586.600 
forest mean 593 : -811.8779 
forest RMSE 593 : 2240.478 

boosting 593 : 3301.976 
boosting mean 593 : 970.2002 
boosting RMSE 593 : 2591.751 

S: 594 
raw[ 594 ]: -648.9522 
RAW bias 594 : -471.411 
RAW RMSE 594 : 1588.459 

nnet 594 : 153.2210 
nnet mean 594 : 346.5059 
nnet RMSE 594 : 657.8933 

forest 594 : -2451.828 
forest mean 594 : -814.6387 
forest RMSE 594 : 2240.850 

boosting 594 : 707.0566 
boosting mean 594 : 969.7572 
boosting RMSE 594 : 2589.731 

S: 595 
raw[ 595 ]: -190.0149 
RAW bias 595 : -470.938 
RAW RMSE 595 : 1587.143 

nnet 595 : 918.234 
nnet mean 595 : 347.4668 
nnet RMSE 595 : 658.4172 

forest 595 : -159.134 
forest mean 595 : -813.537 
forest RMSE 595 : 2238.976 

boosting 595 : 165.1511 
boosting mean 595 : 968.405 
boosting RMSE 595 : 2587.562 

S: 596 
raw[ 596 ]: -614.9832 
RAW bias 596 : -471.1797 
RAW RMSE 596 : 1586.011 

nnet 596 : 1010.065 
nnet mean 596 : 348.5785 
nnet RMSE 596 : 659.1644 

forest 596 : -631.1155 
forest mean 596 : -813.231 
forest RMSE 596 : 2237.246 

boosting 596 : 1910.176 
boosting mean 596 : 969.985 
boosting RMSE 596 : 2586.574 

S: 597 
raw[ 597 ]: -2597.534 
RAW bias 597 : -474.7415 
RAW RMSE 597 : 1588.244 

nnet 597 : 228.3964 
nnet mean 597 : 348.3772 
nnet RMSE 597 : 658.6784 

forest 597 : 281.2861 
forest mean 597 : -811.3976 
forest RMSE 597 : 2235.401 

boosting 597 : 2366.014 
boosting mean 597 : 972.3235 
boosting RMSE 597 : 2586.221 

S: 598 
raw[ 598 ]: -1439.818 
RAW bias 598 : -476.3553 
RAW RMSE 598 : 1588.007 

nnet 598 : 368.8023 
nnet mean 598 : 348.4114 
nnet RMSE 598 : 658.3002 

forest 598 : -36.39094 
forest mean 598 : -810.1016 
forest RMSE 598 : 2233.532 

boosting 598 : 2990.054 
boosting mean 598 : 975.6976 
boosting RMSE 598 : 2586.949 

S: 599 
raw[ 599 ]: -650.0826 
RAW bias 599 : -476.6453 
RAW RMSE 599 : 1586.903 

nnet 599 : 380.8587 
nnet mean 599 : 348.4655 
nnet RMSE 599 : 657.9346 

forest 599 : 621.7229 
forest mean 599 : -807.7112 
forest RMSE 599 : 2231.812 

boosting 599 : 3175.575 
boosting mean 599 : 979.3702 
boosting RMSE 599 : 2588.043 

S: 600 
raw[ 600 ]: -1182.930 
RAW bias 600 : -477.8225 
RAW RMSE 600 : 1586.316 

nnet 600 : 262.4113 
nnet mean 600 : 348.3221 
nnet RMSE 600 : 657.4733 

forest 600 : -1046.237 
forest mean 600 : -808.1088 
forest RMSE 600 : 2230.36 

boosting 600 : 2640.934 
boosting mean 600 : 982.1394 
boosting RMSE 600 : 2588.132 


S: 601 
raw[ 601 ]: -1017.479 
RAW bias 601 : -478.7204 
RAW RMSE 601 : 1585.539 

nnet 601 : -283.8612 
nnet mean 601 : 347.2702 
nnet RMSE 601 : 657.0282 

forest 601 : -1902.035 
forest mean 601 : -809.929 
forest RMSE 601 : 2229.854 

boosting 601 : 234.8174 
boosting mean 601 : 980.896 
boosting RMSE 601 : 2585.995 

S: 602 
raw[ 602 ]: -2679.977 
RAW bias 602 : -482.377 
RAW RMSE 602 : 1587.982 

nnet 602 : 239.8577 
nnet mean 602 : 347.0918 
nnet RMSE 602 : 656.555 

forest 602 : -4259.369 
forest mean 602 : -815.659 
forest RMSE 602 : 2234.754 

boosting 602 : 2982.034 
boosting mean 602 : 984.2201 
boosting RMSE 602 : 2586.704 

S: 603 
raw[ 603 ]: 251.9065 
RAW bias 603 : -481.1593 
RAW RMSE 603 : 1586.698 

nnet 603 : 646.2188 
nnet mean 603 : 347.5879 
nnet RMSE 603 : 656.538 

forest 603 : -1299.376 
forest mean 603 : -816.4611 
forest RMSE 603 : 2233.527 

boosting 603 : -1516.477 
boosting mean 603 : 980.073 
boosting RMSE 603 : 2585.296 

S: 604 
raw[ 604 ]: 410.4492 
RAW bias 604 : -479.6831 
RAW RMSE 604 : 1585.472 

nnet 604 : 1117.510 
nnet mean 604 : 348.8626 
nnet RMSE 604 : 657.5683 

forest 604 : -675.4116 
forest mean 604 : -816.2276 
forest RMSE 604 : 2231.846 

boosting 604 : 255.1269 
boosting mean 604 : 978.8728 
boosting RMSE 604 : 2583.175 

S: 605 
raw[ 605 ]: -350.4948 
RAW bias 605 : -479.4696 
RAW RMSE 605 : 1584.225 

nnet 605 : 411.5482 
nnet mean 605 : 348.9662 
nnet RMSE 605 : 657.2377 

forest 605 : -24.16269 
forest mean 605 : -814.9184 
forest RMSE 605 : 2230.001 

boosting 605 : 841.9088 
boosting mean 605 : 978.6464 
boosting RMSE 605 : 2581.267 

S: 606 
raw[ 606 ]: -2771.147 
RAW bias 606 : -483.2512 
RAW RMSE 606 : 1586.915 

nnet 606 : -243.243 
nnet mean 606 : 347.9889 
nnet RMSE 606 : 656.7695 

forest 606 : -3619.918 
forest mean 606 : -819.5471 
forest RMSE 606 : 2233.008 

boosting 606 : 1750.676 
boosting mean 606 : 979.9204 
boosting RMSE 606 : 2580.116 

S: 607 
raw[ 607 ]: 3246.447 
RAW bias 607 : -477.1067 
RAW RMSE 607 : 1591.073 

nnet 607 : 2113.608 
nnet mean 607 : 350.8977 
nnet RMSE 607 : 661.8121 

forest 607 : 4895.863 
forest mean 607 : -810.1313 
forest RMSE 607 : 2239.999 

boosting 607 : -5594.801 
boosting mean 607 : 969.0889 
boosting RMSE 607 : 2587.972 

S: 608 
raw[ 608 ]: -745.9534 
RAW bias 608 : -477.5489 
RAW RMSE 608 : 1590.052 

nnet 608 : 923.3037 
nnet mean 608 : 351.8392 
nnet RMSE 608 : 662.327 

forest 608 : -801.6208 
forest mean 608 : -810.1173 
forest RMSE 608 : 2238.393 

boosting 608 : -1734.406 
boosting mean 608 : 964.6424 
boosting RMSE 608 : 2586.800 

S: 609 
raw[ 609 ]: -2012.879 
RAW bias 609 : -480.07 
RAW RMSE 609 : 1590.839 

nnet 609 : 260.3484 
nnet mean 609 : 351.6889 
nnet RMSE 609 : 661.867 

forest 609 : -1697.364 
forest mean 609 : -811.5742 
forest RMSE 609 : 2237.611 

boosting 609 : 1059.188 
boosting mean 609 : 964.7976 
boosting RMSE 609 : 2585.031 

S: 610 
raw[ 610 ]: -744.9107 
RAW bias 610 : -480.5041 
RAW RMSE 610 : 1589.820 

nnet 610 : 769.7612 
nnet mean 610 : 352.3743 
nnet RMSE 610 : 662.0583 

forest 610 : -336.1196 
forest mean 610 : -810.7947 
forest RMSE 610 : 2235.818 

boosting 610 : 1624.281 
boosting mean 610 : 965.8787 
boosting RMSE 610 : 2583.749 

S: 611 
raw[ 611 ]: -2468.733 
RAW bias 611 : -483.7582 
RAW RMSE 611 : 1591.655 

nnet 611 : -1019.351 
nnet mean 611 : 350.1292 
nnet RMSE 611 : 662.8004 

forest 611 : -1004.711 
forest mean 611 : -811.1121 
forest RMSE 611 : 2234.357 

boosting 611 : 1046.857 
boosting mean 611 : 966.0113 
boosting RMSE 611 : 2581.981 

S: 612 
raw[ 612 ]: 253.0976 
RAW bias 612 : -482.5542 
RAW RMSE 612 : 1590.387 

nnet 612 : -75.17307 
nnet mean 612 : 349.4343 
nnet RMSE 612 : 662.2657 

forest 612 : -2985.549 
forest mean 612 : -814.6651 
forest RMSE 612 : 2235.791 

boosting 612 : 1889.827 
boosting mean 612 : 967.5208 
boosting RMSE 612 : 2581.001 

S: 613 
raw[ 613 ]: -1690.461 
RAW bias 613 : -484.5247 
RAW RMSE 613 : 1590.556 

nnet 613 : -619.4518 
nnet mean 613 : 347.8537 
nnet RMSE 613 : 662.1981 

forest 613 : -1336.654 
forest mean 613 : -815.5166 
forest RMSE 613 : 2234.619 

boosting 613 : 961.3074 
boosting mean 613 : 967.5106 
boosting RMSE 613 : 2579.187 

S: 614 
raw[ 614 ]: -1041.729 
RAW bias 614 : -485.4322 
RAW RMSE 614 : 1589.816 

nnet 614 : 731.8918 
nnet mean 614 : 348.4792 
nnet RMSE 614 : 662.3176 

forest 614 : 746.9005 
forest mean 614 : -812.972 
forest RMSE 614 : 2233.002 

boosting 614 : 1955.351 
boosting mean 614 : 969.1195 
boosting RMSE 614 : 2578.294 

S: 615 
raw[ 615 ]: -306.2045 
RAW bias 615 : -485.1407 
RAW RMSE 615 : 1588.571 

nnet 615 : 354.8464 
nnet mean 615 : 348.4896 
nnet RMSE 615 : 661.9335 

forest 615 : -852.887 
forest mean 615 : -813.0369 
forest RMSE 615 : 2231.450 

boosting 615 : 3336.649 
boosting mean 615 : 972.9691 
boosting RMSE 615 : 2579.708 

S: 616 
raw[ 616 ]: 2765.311 
RAW bias 616 : -479.864 
RAW RMSE 616 : 1591.186 

nnet 616 : 1005.648 
nnet mean 616 : 349.5564 
nnet RMSE 616 : 662.636 

forest 616 : 1272.885 
forest mean 616 : -809.6506 
forest RMSE 616 : 2230.228 

boosting 616 : 2363.939 
boosting mean 616 : 975.2272 
boosting RMSE 616 : 2579.373 

S: 617 
raw[ 617 ]: 634.4808 
RAW bias 617 : -478.058 
RAW RMSE 617 : 1590.102 

nnet 617 : -171.0492 
nnet mean 617 : 348.7126 
nnet RMSE 617 : 662.1346 

forest 617 : 544.5281 
forest mean 617 : -807.4559 
forest RMSE 617 : 2228.528 

boosting 617 : 1940.736 
boosting mean 617 : 976.792 
boosting RMSE 617 : 2578.465 

S: 618 
raw[ 618 ]: 102.7323 
RAW bias 618 : -477.1182 
RAW RMSE 618 : 1588.82 

nnet 618 : 116.4946 
nnet mean 618 : 348.3368 
nnet RMSE 618 : 661.6153 

forest 618 : 639.1547 
forest mean 618 : -805.115 
forest RMSE 618 : 2226.873 

boosting 618 : -387.5712 
boosting mean 618 : 974.5843 
boosting RMSE 618 : 2576.426 

S: 619 
raw[ 619 ]: 109.3790 
RAW bias 619 : -476.1707 
RAW RMSE 619 : 1587.542 

nnet 619 : 815.775 
nnet mean 619 : 349.092 
nnet RMSE 619 : 661.8933 

forest 619 : 355.5053 
forest mean 619 : -803.24 
forest RMSE 619 : 2225.119 

boosting 619 : 2264.631 
boosting mean 619 : 976.6684 
boosting RMSE 619 : 2575.952 

S: 620 
raw[ 620 ]: -588.463 
RAW bias 620 : -476.3518 
RAW RMSE 620 : 1586.437 

nnet 620 : 515.7813 
nnet mean 620 : 349.3609 
nnet RMSE 620 : 661.6836 

forest 620 : 148.5482 
forest mean 620 : -801.705 
forest RMSE 620 : 2223.332 

boosting 620 : -7147.073 
boosting mean 620 : 963.5656 
boosting RMSE 620 : 2589.829 

S: 621 
raw[ 621 ]: 172.6057 
RAW bias 621 : -475.3068 
RAW RMSE 621 : 1585.175 

nnet 621 : -5.092898 
nnet mean 621 : 348.7901 
nnet RMSE 621 : 661.1507 

forest 621 : -1448.759 
forest mean 621 : -802.7469 
forest RMSE 621 : 2222.302 

boosting 621 : 3130.688 
boosting mean 621 : 967.0553 
boosting RMSE 621 : 2590.791 

S: 622 
raw[ 622 ]: 347.2278 
RAW bias 622 : -473.9844 
RAW RMSE 622 : 1583.961 

nnet 622 : 672.833 
nnet mean 622 : 349.3110 
nnet RMSE 622 : 661.1696 

forest 622 : -317.8372 
forest mean 622 : -801.9673 
forest RMSE 622 : 2220.551 

boosting 622 : 2528.693 
boosting mean 622 : 969.566 
boosting RMSE 622 : 2590.692 

S: 623 
raw[ 623 ]: -646.896 
RAW bias 623 : -474.2619 
RAW RMSE 623 : 1582.902 

nnet 623 : 488.3075 
nnet mean 623 : 349.5342 
nnet RMSE 623 : 660.9284 

forest 623 : 1930.439 
forest mean 623 : -797.5814 
forest RMSE 623 : 2220.116 

boosting 623 : 94.97514 
boosting mean 623 : 968.1622 
boosting RMSE 623 : 2588.615 

S: 624 
raw[ 624 ]: 632.0595 
RAW bias 624 : -472.489 
RAW RMSE 624 : 1581.835 

nnet 624 : 506.0303 
nnet mean 624 : 349.7849 
nnet RMSE 624 : 660.7092 

forest 624 : -666.6104 
forest mean 624 : -797.3715 
forest RMSE 624 : 2218.497 

boosting 624 : 3137.722 
boosting mean 624 : 971.639 
boosting RMSE 624 : 2589.588 

S: 625 
raw[ 625 ]: -1264.804 
RAW bias 625 : -473.7567 
RAW RMSE 625 : 1581.379 

nnet 625 : 108.4435 
nnet mean 625 : 349.3988 
nnet RMSE 625 : 660.1947 

forest 625 : -1522.269 
forest mean 625 : -798.5314 
forest RMSE 625 : 2217.557 

boosting 625 : 2667.18 
boosting mean 625 : 974.3519 
boosting RMSE 625 : 2589.714 

S: 626 
raw[ 626 ]: -1410.307 
RAW bias 626 : -475.2528 
RAW RMSE 626 : 1581.12 

nnet 626 : -74.91026 
nnet mean 626 : 348.721 
nnet RMSE 626 : 659.674 

forest 626 : -2275.823 
forest mean 626 : -800.8912 
forest RMSE 626 : 2217.652 

boosting 626 : 2078.894 
boosting mean 626 : 976.1163 
boosting RMSE 626 : 2588.979 

S: 627 
raw[ 627 ]: -1962.012 
RAW bias 627 : -477.624 
RAW RMSE 627 : 1581.801 

nnet 627 : 299.7487 
nnet mean 627 : 348.6429 
nnet RMSE 627 : 659.2564 

forest 627 : -1891.711 
forest mean 627 : -802.631 
forest RMSE 627 : 2217.17 

boosting 627 : 2714.936 
boosting mean 627 : 978.8896 
boosting RMSE 627 : 2589.185 

S: 628 
raw[ 628 ]: 303.4789 
RAW bias 628 : -476.3802 
RAW RMSE 628 : 1580.587 

nnet 628 : 324.6488 
nnet mean 628 : 348.6047 
nnet RMSE 628 : 658.8587 

forest 628 : -1639.748 
forest mean 628 : -803.964 
forest RMSE 628 : 2216.37 

boosting 628 : 3764.293 
boosting mean 628 : 983.325 
boosting RMSE 628 : 2591.479 

S: 629 
raw[ 629 ]: -1293.355 
RAW bias 629 : -477.679 
RAW RMSE 629 : 1580.172 

nnet 629 : 758.4295 
nnet mean 629 : 349.2562 
nnet RMSE 629 : 659.0289 

forest 629 : -530.5181 
forest mean 629 : -803.5292 
forest RMSE 629 : 2214.708 

boosting 629 : 170.1525 
boosting mean 629 : 982.0321 
boosting RMSE 629 : 2589.427 

S: 630 
raw[ 630 ]: -2592.042 
RAW bias 630 : -481.0352 
RAW RMSE 630 : 1582.291 

nnet 630 : 60.44425 
nnet mean 630 : 348.7978 
nnet RMSE 630 : 658.51 

forest 630 : -3093.046 
forest mean 630 : -807.1634 
forest RMSE 630 : 2216.378 

boosting 630 : 1607.378 
boosting mean 630 : 983.0247 
boosting RMSE 630 : 2588.164 

S: 631 
raw[ 631 ]: 1514.787 
RAW bias 631 : -477.8722 
RAW RMSE 631 : 1582.186 

nnet 631 : 1604.32 
nnet mean 631 : 350.7875 
nnet RMSE 631 : 661.0804 

forest 631 : -1573.749 
forest mean 631 : -808.3783 
forest RMSE 631 : 2215.508 

boosting 631 : -3938.819 
boosting mean 631 : 975.2247 
boosting RMSE 631 : 2590.861 

S: 632 
raw[ 632 ]: -911.9335 
RAW bias 632 : -478.559 
RAW RMSE 632 : 1581.35 

nnet 632 : -162.6806 
nnet mean 632 : 349.9751 
nnet RMSE 632 : 660.5889 

forest 632 : -5456.779 
forest mean 632 : -815.7333 
forest RMSE 632 : 2224.37 

boosting 632 : 488.6123 
boosting mean 632 : 974.4547 
boosting RMSE 632 : 2588.884 

S: 633 
raw[ 633 ]: -1322.076 
RAW bias 633 : -479.8916 
RAW RMSE 633 : 1580.974 

nnet 633 : 696.4142 
nnet mean 633 : 350.5224 
nnet RMSE 633 : 660.647 

forest 633 : -1308.946 
forest mean 633 : -816.5125 
forest RMSE 633 : 2223.221 

boosting 633 : 1452.258 
boosting mean 633 : 975.2095 
boosting RMSE 633 : 2587.482 

S: 634 
raw[ 634 ]: 318.4051 
RAW bias 634 : -478.6325 
RAW RMSE 634 : 1579.777 

nnet 634 : 952.0604 
nnet mean 634 : 351.4712 
nnet RMSE 634 : 661.2078 

forest 634 : -1889.185 
forest mean 634 : -818.2044 
forest RMSE 634 : 2222.734 

boosting 634 : 1417.364 
boosting mean 634 : 975.907 
boosting RMSE 634 : 2586.053 

S: 635 
raw[ 635 ]: -228.4267 
RAW bias 635 : -478.2384 
RAW RMSE 635 : 1578.559 

nnet 635 : 743.132 
nnet mean 635 : 352.0880 
nnet RMSE 635 : 661.3448 

forest 635 : 815.3244 
forest mean 635 : -815.632 
forest RMSE 635 : 2221.218 

boosting 635 : 2739.311 
boosting mean 635 : 978.684 
boosting RMSE 635 : 2586.302 

S: 636 
raw[ 636 ]: -3056.382 
RAW bias 636 : -482.2921 
RAW RMSE 636 : 1581.967 

nnet 636 : 31.06524 
nnet mean 636 : 351.5832 
nnet RMSE 636 : 660.8258 

forest 636 : -2219.247 
forest mean 636 : -817.8389 
forest RMSE 636 : 2221.215 

boosting 636 : 1253.372 
boosting mean 636 : 979.1159 
boosting RMSE 636 : 2584.746 

S: 637 
raw[ 637 ]: -1208.702 
RAW bias 637 : -483.4325 
RAW RMSE 637 : 1581.450 

nnet 637 : 499.1727 
nnet mean 637 : 351.8149 
nnet RMSE 637 : 660.603 

forest 637 : -1022.911 
forest mean 637 : -818.1608 
forest RMSE 637 : 2219.841 

boosting 637 : 1500.648 
boosting mean 637 : 979.9346 
boosting RMSE 637 : 2583.400 

S: 638 
raw[ 638 ]: 481.0493 
RAW bias 638 : -481.9207 
RAW RMSE 638 : 1580.324 

nnet 638 : 867.2991 
nnet mean 638 : 352.6229 
nnet RMSE 638 : 660.9776 

forest 638 : 876.302 
forest mean 638 : -815.5049 
forest RMSE 638 : 2218.372 

boosting 638 : 667.0578 
boosting mean 638 : 979.4442 
boosting RMSE 638 : 2581.51 

S: 639 
raw[ 639 ]: -1797.646 
RAW bias 639 : -483.9798 
RAW RMSE 639 : 1580.688 

nnet 639 : -694.934 
nnet mean 639 : 350.9835 
nnet RMSE 639 : 661.032 

forest 639 : -2611.702 
forest mean 639 : -818.3159 
forest RMSE 639 : 2219.042 

boosting 639 : 1189.281 
boosting mean 639 : 979.7726 
boosting RMSE 639 : 2579.918 

S: 640 
raw[ 640 ]: 1001.881 
RAW bias 640 : -481.6581 
RAW RMSE 640 : 1579.949 

nnet 640 : 587.998 
nnet mean 640 : 351.3538 
nnet RMSE 640 : 660.9242 

forest 640 : 2019.112 
forest mean 640 : -813.8824 
forest RMSE 640 : 2218.744 

boosting 640 : 1696.384 
boosting mean 640 : 980.8923 
boosting RMSE 640 : 2578.774 

S: 641 
raw[ 641 ]: -1525.021 
RAW bias 641 : -483.2858 
RAW RMSE 641 : 1579.865 

nnet 641 : -252.4111 
nnet mean 641 : 350.4119 
nnet RMSE 641 : 660.4837 

forest 641 : -2998.115 
forest mean 641 : -817.29 
forest RMSE 641 : 2220.173 

boosting 641 : 1593.251 
boosting mean 641 : 981.8476 
boosting RMSE 641 : 2577.53 

S: 642 
raw[ 642 ]: 30.96724 
RAW bias 642 : -482.4848 
RAW RMSE 642 : 1578.634 

nnet 642 : 885.3227 
nnet mean 642 : 351.2451 
nnet RMSE 642 : 660.8934 

forest 642 : -1376.748 
forest mean 642 : -818.1614 
forest RMSE 642 : 2219.108 

boosting 642 : 2349.194 
boosting mean 642 : 983.9774 
boosting RMSE 642 : 2577.19 

S: 643 
raw[ 643 ]: 1178.583 
RAW bias 643 : -479.9015 
RAW RMSE 643 : 1578.091 

nnet 643 : 774.9273 
nnet mean 643 : 351.9040 
nnet RMSE 643 : 661.086 

forest 643 : 114.825 
forest mean 643 : -816.7104 
forest RMSE 643 : 2217.387 

boosting 643 : 756.8761 
boosting mean 643 : 983.6242 
boosting RMSE 643 : 2575.358 

S: 644 
raw[ 644 ]: -1805.442 
RAW bias 644 : -481.9598 
RAW RMSE 644 : 1578.469 

nnet 644 : -222.1147 
nnet mean 644 : 351.0127 
nnet RMSE 644 : 660.6306 

forest 644 : -3675.852 
forest mean 644 : -821.15 
forest RMSE 644 : 2220.394 

boosting 644 : 1610.579 
boosting mean 644 : 984.5978 
boosting RMSE 644 : 2574.140 

S: 645 
raw[ 645 ]: -2173.427 
RAW bias 645 : -484.5822 
RAW RMSE 645 : 1579.565 

nnet 645 : 259.2820 
nnet mean 645 : 350.8705 
nnet RMSE 645 : 660.1972 

forest 645 : -1537.36 
forest mean 645 : -822.2604 
forest RMSE 645 : 2219.498 

boosting 645 : 127.6486 
boosting mean 645 : 983.2691 
boosting RMSE 645 : 2572.149 

S: 646 
raw[ 646 ]: -802.9692 
RAW bias 646 : -485.0751 
RAW RMSE 646 : 1578.658 

nnet 646 : 589.7149 
nnet mean 646 : 351.2402 
nnet RMSE 646 : 660.0939 

forest 646 : -4721.629 
forest mean 646 : -828.2966 
forest RMSE 646 : 2225.546 

boosting 646 : 2114.85 
boosting mean 646 : 985.0208 
boosting RMSE 646 : 2571.504 

S: 647 
raw[ 647 ]: -661.9402 
RAW bias 647 : -485.3485 
RAW RMSE 647 : 1577.652 

nnet 647 : -398.4931 
nnet mean 647 : 350.0814 
nnet RMSE 647 : 659.7696 

forest 647 : -21.09745 
forest mean 647 : -827.049 
forest RMSE 647 : 2223.826 

boosting 647 : 2206.587 
boosting mean 647 : 986.9089 
boosting RMSE 647 : 2570.98 

S: 648 
raw[ 648 ]: -14.37962 
RAW bias 648 : -484.6217 
RAW RMSE 648 : 1576.435 

nnet 648 : 447.6223 
nnet mean 648 : 350.2320 
nnet RMSE 648 : 659.4948 

forest 648 : -317.9099 
forest mean 648 : -826.2633 
forest RMSE 648 : 2222.144 

boosting 648 : 1353.099 
boosting mean 648 : 987.474 
boosting RMSE 648 : 2569.545 

S: 649 
raw[ 649 ]: -1678.605 
RAW bias 649 : -486.4614 
RAW RMSE 649 : 1576.597 

nnet 649 : 316.9733 
nnet mean 649 : 350.1807 
nnet RMSE 649 : 659.104 

forest 649 : -854.3797 
forest mean 649 : -826.3066 
forest RMSE 649 : 2220.685 

boosting 649 : 1924.790 
boosting mean 649 : 988.9182 
boosting RMSE 649 : 2568.676 

S: 650 
raw[ 650 ]: -2103.207 
RAW bias 650 : -488.9487 
RAW RMSE 650 : 1577.542 

nnet 650 : 54.97713 
nnet mean 650 : 349.7266 
nnet RMSE 650 : 658.6003 

forest 650 : -3246.451 
forest mean 650 : -830.0299 
forest RMSE 650 : 2222.627 

boosting 650 : 3501.022 
boosting mean 650 : 992.783 
boosting RMSE 650 : 2570.370 

S: 651 
raw[ 651 ]: 2388.727 
RAW bias 651 : -484.5283 
RAW RMSE 651 : 1579.108 

nnet 651 : 216.7694 
nnet mean 651 : 349.5223 
nnet RMSE 651 : 658.1491 

forest 651 : 376.9571 
forest mean 651 : -828.1759 
forest RMSE 651 : 2220.968 

boosting 651 : 1126.786 
boosting mean 651 : 992.9888 
boosting RMSE 651 : 2568.775 

S: 652 
raw[ 652 ]: -340.5916 
RAW bias 652 : -484.3075 
RAW RMSE 652 : 1577.953 

nnet 652 : 787.35 
nnet mean 652 : 350.1938 
nnet RMSE 652 : 658.3667 

forest 652 : -1655.208 
forest mean 652 : -829.4443 
forest RMSE 652 : 2220.211 

boosting 652 : -422.758 
boosting mean 652 : 990.8174 
boosting RMSE 652 : 2566.858 

S: 653 
raw[ 653 ]: -1226.138 
RAW bias 653 : -485.4436 
RAW RMSE 653 : 1577.474 

nnet 653 : 848.1994 
nnet mean 653 : 350.9565 
nnet RMSE 653 : 658.6992 

forest 653 : -1966.182 
forest mean 653 : -831.1851 
forest RMSE 653 : 2219.844 

boosting 653 : 1667.684 
boosting mean 653 : 991.854 
boosting RMSE 653 : 2565.722 

S: 654 
raw[ 654 ]: 3249.733 
RAW bias 654 : -479.7323 
RAW RMSE 654 : 1581.382 

nnet 654 : 1363.012 
nnet mean 654 : 352.5040 
nnet RMSE 654 : 660.3499 

forest 654 : 1784.271 
forest mean 654 : -827.186 
forest RMSE 654 : 2219.243 

boosting 654 : -3095.376 
boosting mean 654 : 985.6044 
boosting RMSE 654 : 2566.615 

S: 655 
raw[ 655 ]: -678.8528 
RAW bias 655 : -480.0363 
RAW RMSE 655 : 1580.397 

nnet 655 : 854.6623 
nnet mean 655 : 353.2706 
nnet RMSE 655 : 660.6901 

forest 655 : -1403.362 
forest mean 655 : -828.0656 
forest RMSE 655 : 2218.226 

boosting 655 : 1637.386 
boosting mean 655 : 986.5995 
boosting RMSE 655 : 2565.453 

S: 656 
raw[ 656 ]: -2178.66 
RAW bias 656 : -482.6256 
RAW RMSE 656 : 1581.481 

nnet 656 : 617.4814 
nnet mean 656 : 353.6734 
nnet RMSE 656 : 660.6264 

forest 656 : -2456.972 
forest mean 656 : -830.5487 
forest RMSE 656 : 2218.610 

boosting 656 : 2436.471 
boosting mean 656 : 988.8097 
boosting RMSE 656 : 2565.261 

S: 657 
raw[ 657 ]: -1403.341 
RAW bias 657 : -484.027 
RAW RMSE 657 : 1581.225 

nnet 657 : 419.3261 
nnet mean 657 : 353.7733 
nnet RMSE 657 : 660.3261 

forest 657 : -1028.429 
forest mean 657 : -830.8499 
forest RMSE 657 : 2217.284 

boosting 657 : 1404.824 
boosting mean 657 : 989.4429 
boosting RMSE 657 : 2563.894 

S: 658 
raw[ 658 ]: -1933.532 
RAW bias 658 : -486.2299 
RAW RMSE 658 : 1581.82 

nnet 658 : -768.9594 
nnet mean 658 : 352.067 
nnet RMSE 658 : 660.5047 

forest 658 : -849.2589 
forest mean 658 : -830.8779 
forest RMSE 658 : 2215.846 

boosting 658 : 1234.767 
boosting mean 658 : 989.8157 
boosting RMSE 658 : 2562.397 

S: 659 
raw[ 659 ]: -1466.604 
RAW bias 659 : -487.7176 
RAW RMSE 659 : 1581.652 

nnet 659 : 176.4633 
nnet mean 659 : 351.8006 
nnet RMSE 659 : 660.0392 

forest 659 : -4592.47 
forest mean 659 : -836.5859 
forest RMSE 659 : 2221.379 

boosting 659 : 2791.513 
boosting mean 659 : 992.5497 
boosting RMSE 659 : 2562.761 

S: 660 
raw[ 660 ]: 1685.639 
RAW bias 660 : -484.4246 
RAW RMSE 660 : 1581.814 

nnet 660 : 1113.053 
nnet mean 660 : 352.9540 
nnet RMSE 660 : 660.9605 

forest 660 : -1927.661 
forest mean 660 : -838.239 
forest RMSE 660 : 2220.963 

boosting 660 : -3346.677 
boosting mean 660 : 985.9751 
boosting RMSE 660 : 2564.130 

S: 661 
raw[ 661 ]: -644.892 
RAW bias 661 : -484.6674 
RAW RMSE 661 : 1580.816 

nnet 661 : 185.6119 
nnet mean 661 : 352.7008 
nnet RMSE 661 : 660.4998 

forest 661 : 642.1059 
forest mean 661 : -835.9995 
forest RMSE 661 : 2219.423 

boosting 661 : 2987.061 
boosting mean 661 : 989.0025 
boosting RMSE 661 : 2564.822 

S: 662 
raw[ 662 ]: -845.333 
RAW bias 662 : -485.2122 
RAW RMSE 662 : 1579.964 

nnet 662 : -345.9157 
nnet mean 662 : 351.6455 
nnet RMSE 662 : 660.1377 

forest 662 : -2997.724 
forest mean 662 : -839.265 
forest RMSE 662 : 2220.805 

boosting 662 : 1588.945 
boosting mean 662 : 989.9087 
boosting RMSE 662 : 2563.628 

S: 663 
raw[ 663 ]: -1843.352 
RAW bias 663 : -487.2607 
RAW RMSE 663 : 1580.394 

nnet 663 : -374.4382 
nnet mean 663 : 350.5503 
nnet RMSE 663 : 659.7999 

forest 663 : -3723.717 
forest mean 663 : -843.6155 
forest RMSE 663 : 2223.836 

boosting 663 : 714.682 
boosting mean 663 : 989.4936 
boosting RMSE 663 : 2561.844 

S: 664 
raw[ 664 ]: -1265.241 
RAW bias 664 : -488.4324 
RAW RMSE 664 : 1579.966 

nnet 664 : -32.89273 
nnet mean 664 : 349.9729 
nnet RMSE 664 : 659.3041 

forest 664 : -3724.341 
forest mean 664 : -847.954 
forest RMSE 664 : 2226.857 

boosting 664 : 1661.686 
boosting mean 664 : 990.506 
boosting RMSE 664 : 2560.727 

S: 665 
raw[ 665 ]: 663.8855 
RAW bias 665 : -486.6995 
RAW RMSE 665 : 1578.988 

nnet 665 : 486.7253 
nnet mean 665 : 350.1785 
nnet RMSE 665 : 659.0785 

forest 665 : -2138.129 
forest mean 665 : -849.894 
forest RMSE 665 : 2226.726 

boosting 665 : -2003.855 
boosting mean 665 : 986.0031 
boosting RMSE 665 : 2559.98 

S: 666 
raw[ 666 ]: 548.7409 
RAW bias 666 : -485.1448 
RAW RMSE 666 : 1577.945 

nnet 666 : -710.8909 
nnet mean 666 : 348.5853 
nnet RMSE 666 : 659.1594 

forest 666 : 208.2223 
forest mean 666 : -848.3053 
forest RMSE 666 : 2225.068 

boosting 666 : 3358.421 
boosting mean 666 : 989.5653 
boosting RMSE 666 : 2561.366 

S: 667 
raw[ 667 ]: -316.7705 
RAW bias 667 : -484.8924 
RAW RMSE 667 : 1576.810 

nnet 667 : 981.2297 
nnet mean 667 : 349.5338 
nnet RMSE 667 : 659.7599 

forest 667 : 196.9856 
forest mean 667 : -846.7382 
forest RMSE 667 : 2223.413 

boosting 667 : 2739.380 
boosting mean 667 : 992.1887 
boosting RMSE 667 : 2561.642 

S: 668 
raw[ 668 ]: -3515.597 
RAW bias 668 : -489.4294 
RAW RMSE 668 : 1581.490 

nnet 668 : 370.8870 
nnet mean 668 : 349.5658 
nnet RMSE 668 : 659.422 

forest 668 : -414.5879 
forest mean 668 : -846.0912 
forest RMSE 668 : 2221.806 

boosting 668 : 1277.487 
boosting mean 668 : 992.6158 
boosting RMSE 668 : 2560.201 

S: 669 
raw[ 669 ]: 1291.397 
RAW bias 669 : -486.7675 
RAW RMSE 669 : 1581.096 

nnet 669 : 511.7608 
nnet mean 669 : 349.8082 
nnet RMSE 669 : 659.226 

forest 669 : 803.9672 
forest mean 669 : -843.6248 
forest RMSE 669 : 2220.362 

boosting 669 : -1228.734 
boosting mean 669 : 989.2954 
boosting RMSE 669 : 2558.728 

S: 670 
raw[ 670 ]: 729.1076 
RAW bias 670 : -484.9527 
RAW RMSE 670 : 1580.166 

nnet 670 : 616.9531 
nnet mean 670 : 350.2069 
nnet RMSE 670 : 659.165 

forest 670 : -1455.67 
forest mean 670 : -844.5383 
forest RMSE 670 : 2219.417 

boosting 670 : -197.4286 
boosting mean 670 : 987.5242 
boosting RMSE 670 : 2556.829 

S: 671 
raw[ 671 ]: 266.0055 
RAW bias 671 : -483.8335 
RAW RMSE 671 : 1579.022 

nnet 671 : -139.2801 
nnet mean 671 : 349.4774 
nnet RMSE 671 : 658.6955 

forest 671 : -380.1054 
forest mean 671 : -843.8461 
forest RMSE 671 : 2217.811 

boosting 671 : 1706.256 
boosting mean 671 : 988.5953 
boosting RMSE 671 : 2555.772 

S: 672 
raw[ 672 ]: -981.1943 
RAW bias 672 : -484.5737 
RAW RMSE 672 : 1578.300 

nnet 672 : 16.11371 
nnet mean 672 : 348.9814 
nnet RMSE 672 : 658.2055 

forest 672 : -217.8722 
forest mean 672 : -842.9146 
forest RMSE 672 : 2216.176 

boosting 672 : -529.7044 
boosting mean 672 : 986.336 
boosting RMSE 672 : 2553.951 

S: 673 
raw[ 673 ]: -894.049 
RAW bias 673 : -485.1821 
RAW RMSE 673 : 1577.504 

nnet 673 : 296.8796 
nnet mean 673 : 348.9040 
nnet RMSE 673 : 657.8159 

forest 673 : -943.7283 
forest mean 673 : -843.0644 
forest RMSE 673 : 2214.828 

boosting 673 : 1861.578 
boosting mean 673 : 987.6365 
boosting RMSE 673 : 2553.062 

S: 674 
raw[ 674 ]: -1716.054 
RAW bias 674 : -487.0083 
RAW RMSE 674 : 1577.718 

nnet 674 : 362.9295 
nnet mean 674 : 348.9248 
nnet RMSE 674 : 657.4764 

forest 674 : -2949.052 
forest mean 674 : -846.189 
forest RMSE 674 : 2216.098 

boosting 674 : 2349.382 
boosting mean 674 : 989.6569 
boosting RMSE 674 : 2552.772 

S: 675 
raw[ 675 ]: -425.8219 
RAW bias 675 : -486.9177 
RAW RMSE 675 : 1576.635 

nnet 675 : 538.06 
nnet mean 675 : 349.2050 
nnet RMSE 675 : 657.3155 

forest 675 : -1374.709 
forest mean 675 : -846.972 
forest RMSE 675 : 2215.088 

boosting 675 : 2912.142 
boosting mean 675 : 992.505 
boosting RMSE 675 : 2553.341 

S: 676 
raw[ 676 ]: -521.4168 
RAW bias 676 : -486.9687 
RAW RMSE 676 : 1575.596 

nnet 676 : 439.2438 
nnet mean 676 : 349.3382 
nnet RMSE 676 : 657.0464 

forest 676 : -2265.413 
forest mean 676 : -849.0703 
forest RMSE 676 : 2215.163 

boosting 676 : 2549.764 
boosting mean 676 : 994.8086 
boosting RMSE 676 : 2553.336 

S: 677 
raw[ 677 ]: -1302.489 
RAW bias 677 : -488.1733 
RAW RMSE 677 : 1575.227 

nnet 677 : 53.65738 
nnet mean 677 : 348.9014 
nnet RMSE 677 : 656.5642 

forest 677 : -1131.357 
forest mean 677 : -849.4873 
forest RMSE 677 : 2213.953 

boosting 677 : 1436.587 
boosting mean 677 : 995.4612 
boosting RMSE 677 : 2552.047 

S: 678 
raw[ 678 ]: -2460.009 
RAW bias 678 : -491.0816 
RAW RMSE 678 : 1576.898 

nnet 678 : -142.3982 
nnet mean 678 : 348.1768 
nnet RMSE 678 : 656.1026 

forest 678 : 816.3225 
forest mean 678 : -847.0303 
forest RMSE 678 : 2212.542 

boosting 678 : 1117.052 
boosting mean 678 : 995.6405 
boosting RMSE 678 : 2550.525 

S: 679 
raw[ 679 ]: 2021.425 
RAW bias 679 : -487.3813 
RAW RMSE 679 : 1577.645 

nnet 679 : -90.21651 
nnet mean 679 : 347.5311 
nnet RMSE 679 : 655.6284 

forest 679 : 833.3613 
forest mean 679 : -844.5555 
forest RMSE 679 : 2211.143 

boosting 679 : -4436.769 
boosting mean 679 : 987.64 
boosting RMSE 679 : 2554.327 

S: 680 
raw[ 680 ]: 1353.934 
RAW bias 680 : -484.6735 
RAW RMSE 680 : 1577.339 

nnet 680 : 854.4755 
nnet mean 680 : 348.2766 
nnet RMSE 680 : 655.9651 

forest 680 : 1767.689 
forest mean 680 : -840.714 
forest RMSE 680 : 2210.557 

boosting 680 : 2601.025 
boosting mean 680 : 990.0125 
boosting RMSE 680 : 2554.397 

S: 681 
raw[ 681 ]: -2080.169 
RAW bias 681 : -487.0164 
RAW RMSE 681 : 1578.195 

nnet 681 : -311.8906 
nnet mean 681 : 347.3072 
nnet RMSE 681 : 655.5922 

forest 681 : -4228.981 
forest mean 681 : -845.6894 
forest RMSE 681 : 2214.869 

boosting 681 : -364.5669 
boosting mean 681 : 988.0234 
boosting RMSE 681 : 2552.559 

S: 682 
raw[ 682 ]: -1377.865 
RAW bias 682 : -488.3226 
RAW RMSE 682 : 1577.920 

nnet 682 : -1067.258 
nnet mean 682 : 345.2331 
nnet RMSE 682 : 656.3849 

forest 682 : -322.9795 
forest mean 682 : -844.923 
forest RMSE 682 : 2213.280 

boosting 682 : -437.8643 
boosting mean 682 : 985.9327 
boosting RMSE 682 : 2550.742 

S: 683 
raw[ 683 ]: -1323.541 
RAW bias 683 : -489.5455 
RAW RMSE 683 : 1577.577 

nnet 683 : 609.1624 
nnet mean 683 : 345.6195 
nnet RMSE 683 : 656.3182 

forest 683 : 600.3906 
forest mean 683 : -842.8069 
forest RMSE 683 : 2211.778 

boosting 683 : 1917.692 
boosting mean 683 : 987.297 
boosting RMSE 683 : 2549.93 

S: 684 
raw[ 684 ]: -2189.247 
RAW bias 684 : -492.0304 
RAW RMSE 684 : 1578.644 

nnet 684 : 520.9606 
nnet mean 684 : 345.8759 
nnet RMSE 684 : 656.1407 

forest 684 : -3307.615 
forest mean 684 : -846.4104 
forest RMSE 684 : 2213.776 

boosting 684 : 1364.505 
boosting mean 684 : 987.8484 
boosting RMSE 684 : 2548.599 

S: 685 
raw[ 685 ]: -259.0991 
RAW bias 685 : -491.6904 
RAW RMSE 685 : 1577.523 

nnet 685 : 68.62585 
nnet mean 685 : 345.4711 
nnet RMSE 685 : 655.6669 

forest 685 : -1587.419 
forest mean 685 : -847.4921 
forest RMSE 685 : 2212.991 

boosting 685 : 2482.867 
boosting mean 685 : 990.0309 
boosting RMSE 685 : 2548.505 

S: 686 
raw[ 686 ]: 2684.364 
RAW bias 686 : -487.0606 
RAW RMSE 686 : 1579.701 

nnet 686 : 833.2472 
nnet mean 686 : 346.1822 
nnet RMSE 686 : 655.9607 

forest 686 : 166.9420 
forest mean 686 : -846.0134 
forest RMSE 686 : 2211.387 

boosting 686 : -5230.521 
boosting mean 686 : 980.963 
boosting RMSE 686 : 2554.465 

S: 687 
raw[ 687 ]: -2275.402 
RAW bias 687 : -489.6637 
RAW RMSE 687 : 1580.936 

nnet 687 : -291.7482 
nnet mean 687 : 345.2536 
nnet RMSE 687 : 655.5776 

forest 687 : -2839.737 
forest mean 687 : -848.9154 
forest RMSE 687 : 2212.431 

boosting 687 : 1885.944 
boosting mean 687 : 982.2803 
boosting RMSE 687 : 2553.619 

S: 688 
raw[ 688 ]: 410.5553 
RAW bias 688 : -488.3552 
RAW RMSE 688 : 1579.864 

nnet 688 : 1499.155 
nnet mean 688 : 346.9308 
nnet RMSE 688 : 657.5895 

forest 688 : -1201.674 
forest mean 688 : -849.4282 
forest RMSE 688 : 2211.297 

boosting 688 : 1456.974 
boosting mean 688 : 982.9703 
boosting RMSE 688 : 2552.367 

S: 689 
raw[ 689 ]: -419.9698 
RAW bias 689 : -488.256 
RAW RMSE 689 : 1578.798 

nnet 689 : 1060.417 
nnet mean 689 : 347.9663 
nnet RMSE 689 : 658.3528 

forest 689 : -54.10709 
forest mean 689 : -848.2739 
forest RMSE 689 : 2209.693 

boosting 689 : 727.8834 
boosting mean 689 : 982.6 
boosting RMSE 689 : 2550.664 

S: 690 
raw[ 690 ]: 1760.827 
RAW bias 690 : -484.9964 
RAW RMSE 690 : 1579.077 

nnet 690 : 1074.405 
nnet mean 690 : 349.0191 
nnet RMSE 690 : 659.1459 

forest 690 : 2934.950 
forest mean 690 : -842.791 
forest RMSE 690 : 2210.916 

boosting 690 : 1722.498 
boosting mean 690 : 983.6724 
boosting RMSE 690 : 2549.659 

S: 691 
raw[ 691 ]: -1696.47 
RAW bias 691 : -486.7496 
RAW RMSE 691 : 1579.253 

nnet 691 : 233.3263 
nnet mean 691 : 348.8517 
nnet RMSE 691 : 658.7285 

forest 691 : -1246.542 
forest mean 691 : -843.3752 
forest RMSE 691 : 2209.825 

boosting 691 : 460.9784 
boosting mean 691 : 982.916 
boosting RMSE 691 : 2547.874 

S: 692 
raw[ 692 ]: 108.2525 
RAW bias 692 : -485.8898 
RAW RMSE 692 : 1578.117 

nnet 692 : 449.3521 
nnet mean 692 : 348.9969 
nnet RMSE 692 : 658.474 

forest 692 : -971.6531 
forest mean 692 : -843.5606 
forest RMSE 692 : 2208.536 

boosting 692 : 1295.271 
boosting mean 692 : 983.3673 
boosting RMSE 692 : 2546.508 

S: 693 
raw[ 693 ]: -916.846 
RAW bias 693 : -486.5117 
RAW RMSE 693 : 1577.363 

nnet 693 : 784.3381 
nnet mean 693 : 349.6251 
nnet RMSE 693 : 658.673 

forest 693 : -2214.399 
forest mean 693 : -845.5387 
forest RMSE 693 : 2208.545 

boosting 693 : -196.0473 
boosting mean 693 : 981.6654 
boosting RMSE 693 : 2544.681 

S: 694 
raw[ 694 ]: -500.1089 
RAW bias 694 : -486.5313 
RAW RMSE 694 : 1576.340 

nnet 694 : 1410.014 
nnet mean 694 : 351.1531 
nnet RMSE 694 : 660.3709 

forest 694 : -537.4802 
forest mean 694 : -845.0948 
forest RMSE 694 : 2207.047 

boosting 694 : 1627.977 
boosting mean 694 : 982.5967 
boosting RMSE 694 : 2543.598 

S: 695 
raw[ 695 ]: 217.5353 
RAW bias 695 : -485.5182 
RAW RMSE 695 : 1575.227 

nnet 695 : 299.7283 
nnet mean 695 : 351.0791 
nnet RMSE 695 : 659.9935 

forest 695 : 1653.276 
forest mean 695 : -841.5 
forest RMSE 695 : 2206.350 

boosting 695 : 3086.256 
boosting mean 695 : 985.6236 
boosting RMSE 695 : 2544.462 

S: 696 
raw[ 696 ]: -327.1566 
RAW bias 696 : -485.2907 
RAW RMSE 696 : 1574.144 

nnet 696 : -205.2874 
nnet mean 696 : 350.2797 
nnet RMSE 696 : 659.5651 

forest 696 : -84.64767 
forest mean 696 : -840.4126 
forest RMSE 696 : 2204.767 

boosting 696 : -9207.598 
boosting mean 696 : 970.9781 
boosting RMSE 696 : 2566.475 

S: 697 
raw[ 697 ]: -784.6957 
RAW bias 697 : -485.7203 
RAW RMSE 697 : 1573.295 

nnet 697 : 612.8805 
nnet mean 697 : 350.6564 
nnet RMSE 697 : 659.5005 

forest 697 : 902.3389 
forest mean 697 : -837.9123 
forest RMSE 697 : 2203.45 

boosting 697 : 2851.648 
boosting mean 697 : 973.6764 
boosting RMSE 697 : 2566.907 

S: 698 
raw[ 698 ]: 1168.493 
RAW bias 698 : -483.3503 
RAW RMSE 698 : 1572.79 

nnet 698 : 703.4597 
nnet mean 698 : 351.1619 
nnet RMSE 698 : 659.5656 

forest 698 : 3061.761 
forest mean 698 : -832.3253 
forest RMSE 698 : 2204.919 

boosting 698 : -622.4344 
boosting mean 698 : 971.3897 
boosting RMSE 698 : 2565.176 

S: 699 
raw[ 699 ]: -637.2373 
RAW bias 699 : -483.5705 
RAW RMSE 699 : 1571.849 

nnet 699 : -346.6508 
nnet mean 699 : 350.1636 
nnet RMSE 699 : 659.224 

forest 699 : -747.5623 
forest mean 699 : -832.204 
forest RMSE 699 : 2203.522 

boosting 699 : 3254.913 
boosting mean 699 : 974.6565 
boosting RMSE 699 : 2566.295 

S: 700 
raw[ 700 ]: -938.0436 
RAW bias 700 : -484.2197 
RAW RMSE 700 : 1571.126 

nnet 700 : 56.56417 
nnet mean 700 : 349.7442 
nnet RMSE 700 : 658.7565 

forest 700 : 382.6645 
forest mean 700 : -830.4685 
forest RMSE 700 : 2201.995 

boosting 700 : 1848.720 
boosting mean 700 : 975.9052 
boosting RMSE 700 : 2565.413 


S: 701 
raw[ 701 ]: 148.8921 
RAW bias 701 : -483.3166 
RAW RMSE 701 : 1570.015 

nnet 701 : 585.7249 
nnet mean 701 : 350.0808 
nnet RMSE 701 : 658.658 

forest 701 : -1574.746 
forest mean 701 : -831.5303 
forest RMSE 701 : 2201.228 

boosting 701 : 2037.432 
boosting mean 701 : 977.4195 
boosting RMSE 701 : 2564.737 

S: 702 
raw[ 702 ]: 2892.277 
RAW bias 702 : -478.508 
RAW RMSE 702 : 1572.690 

nnet 702 : 1613.665 
nnet mean 702 : 351.8808 
nnet RMSE 702 : 661.0005 

forest 702 : 1156.836 
forest mean 702 : -828.6979 
forest RMSE 702 : 2200.093 

boosting 702 : -5621.731 
boosting mean 702 : 968.019 
boosting RMSE 702 : 2571.678 

S: 703 
raw[ 703 ]: -728.631 
RAW bias 703 : -478.8638 
RAW RMSE 703 : 1571.811 

nnet 703 : -8.514385 
nnet mean 703 : 351.3681 
nnet RMSE 703 : 660.5303 

forest 703 : -1693.655 
forest mean 703 : -829.9282 
forest RMSE 703 : 2199.455 

boosting 703 : 3095.546 
boosting mean 703 : 971.0453 
boosting RMSE 703 : 2572.499 

S: 704 
raw[ 704 ]: -2913.010 
RAW bias 704 : -482.3214 
RAW RMSE 704 : 1574.527 

nnet 704 : -648.554 
nnet mean 704 : 349.9478 
nnet RMSE 704 : 660.5135 

forest 704 : -2087.172 
forest mean 704 : -831.7141 
forest RMSE 704 : 2199.300 

boosting 704 : 810.397 
boosting mean 704 : 970.8171 
boosting RMSE 704 : 2570.852 

S: 705 
raw[ 705 ]: 2598.382 
RAW bias 705 : -477.9516 
RAW RMSE 705 : 1576.45 

nnet 705 : 1613.892 
nnet mean 705 : 351.7406 
nnet RMSE 705 : 662.8376 

forest 705 : 1632.161 
forest mean 705 : -828.2192 
forest RMSE 705 : 2198.599 

boosting 705 : -4857.957 
boosting mean 705 : 962.5494 
boosting RMSE 705 : 2575.535 

S: 706 
raw[ 706 ]: -655.6378 
RAW bias 706 : -478.2033 
RAW RMSE 706 : 1575.526 

nnet 706 : -322.3516 
nnet mean 706 : 350.7858 
nnet RMSE 706 : 662.4791 

forest 706 : -7316.386 
forest mean 706 : -837.4093 
forest RMSE 706 : 2214.229 

boosting 706 : -2806.359 
boosting mean 706 : 957.211 
boosting RMSE 706 : 2575.877 

S: 707 
raw[ 707 ]: -212.6057 
RAW bias 707 : -477.8276 
RAW RMSE 707 : 1574.432 

nnet 707 : 508.3371 
nnet mean 707 : 351.0086 
nnet RMSE 707 : 662.2865 

forest 707 : -1857.003 
forest mean 707 : -838.8514 
forest RMSE 707 : 2213.765 

boosting 707 : 3057.187 
boosting mean 707 : 960.1812 
boosting RMSE 707 : 2576.621 

S: 708 
raw[ 708 ]: -1398.065 
RAW bias 708 : -479.1274 
RAW RMSE 708 : 1574.197 

nnet 708 : 415.9023 
nnet mean 708 : 351.1003 
nnet RMSE 708 : 662.0031 

forest 708 : -2699.853 
forest mean 708 : -841.48 
forest RMSE 708 : 2214.526 

boosting 708 : 2584.654 
boosting mean 708 : 962.4757 
boosting RMSE 708 : 2576.632 

S: 709 
raw[ 709 ]: -895.6557 
RAW bias 709 : -479.7149 
RAW RMSE 709 : 1573.446 

nnet 709 : -240.122 
nnet mean 709 : 350.2664 
nnet RMSE 709 : 661.5976 

forest 709 : -698.8566 
forest mean 709 : -841.2788 
forest RMSE 709 : 2213.120 

boosting 709 : 2223.083 
boosting mean 709 : 964.2537 
boosting RMSE 709 : 2576.168 

S: 710 
raw[ 710 ]: 945.6033 
RAW bias 710 : -477.7074 
RAW RMSE 710 : 1572.738 

nnet 710 : 463.2447 
nnet mean 710 : 350.4255 
nnet RMSE 710 : 661.36 

forest 710 : -386.2686 
forest mean 710 : -840.638 
forest RMSE 710 : 2211.608 

boosting 710 : -0.5206698 
boosting mean 710 : 962.8949 
boosting RMSE 710 : 2574.353 

S: 711 
raw[ 711 ]: 1166.027 
RAW bias 711 : -475.3955 
RAW RMSE 711 : 1572.240 

nnet 711 : 851.7264 
nnet mean 711 : 351.1306 
nnet RMSE 711 : 661.6662 

forest 711 : 1237.902 
forest mean 711 : -837.7145 
forest RMSE 711 : 2210.54 

boosting 711 : 1740.07 
boosting mean 711 : 963.988 
boosting RMSE 711 : 2573.370 

S: 712 
raw[ 712 ]: -353.77 
RAW bias 712 : -475.2247 
RAW RMSE 712 : 1571.191 

nnet 712 : 677.3733 
nnet mean 712 : 351.5888 
nnet RMSE 712 : 661.6886 

forest 712 : -1263.092 
forest mean 712 : -838.312 
forest RMSE 712 : 2209.494 

boosting 712 : 2672.875 
boosting mean 712 : 966.388 
boosting RMSE 712 : 2573.512 

S: 713 
raw[ 713 ]: 122.4561 
RAW bias 713 : -474.3865 
RAW RMSE 713 : 1570.096 

nnet 713 : 726.9702 
nnet mean 713 : 352.1153 
nnet RMSE 713 : 661.7846 

forest 713 : 343.5844 
forest mean 713 : -836.6543 
forest RMSE 713 : 2207.982 

boosting 713 : 1617.581 
boosting mean 713 : 967.3014 
boosting RMSE 713 : 2572.42 

S: 714 
raw[ 714 ]: 30.69604 
RAW bias 714 : -473.6791 
RAW RMSE 714 : 1568.996 

nnet 714 : -55.72078 
nnet mean 714 : 351.5441 
nnet RMSE 714 : 661.3243 

forest 714 : 1900.480 
forest mean 714 : -832.8208 
forest RMSE 714 : 2207.581 

boosting 714 : 3017.548 
boosting mean 714 : 970.1729 
boosting RMSE 714 : 2573.097 

S: 715 
raw[ 715 ]: 1369.423 
RAW bias 715 : -471.1013 
RAW RMSE 715 : 1568.735 

nnet 715 : 571.6088 
nnet mean 715 : 351.8519 
nnet RMSE 715 : 661.2073 

forest 715 : 676.8462 
forest mean 715 : -830.7094 
forest RMSE 715 : 2206.182 

boosting 715 : 386.3743 
boosting mean 715 : 969.3564 
boosting RMSE 715 : 2571.338 

S: 716 
raw[ 716 ]: -900.0862 
RAW bias 716 : -471.7004 
RAW RMSE 716 : 1568.000 

nnet 716 : 201.8071 
nnet mean 716 : 351.6423 
nnet RMSE 716 : 660.7885 

forest 716 : 1088.661 
forest mean 716 : -828.0287 
forest RMSE 716 : 2205.016 

boosting 716 : 2786.613 
boosting mean 716 : 971.8944 
boosting RMSE 716 : 2571.651 

S: 717 
raw[ 717 ]: -4705.085 
RAW bias 717 : -477.6047 
RAW RMSE 717 : 1576.728 

nnet 717 : -553.9301 
nnet mean 717 : 350.3793 
nnet RMSE 717 : 660.6515 

forest 717 : -4880.967 
forest mean 717 : -833.6813 
forest RMSE 717 : 2211.005 

boosting 717 : 1275.445 
boosting mean 717 : 972.3178 
boosting RMSE 717 : 2570.299 

S: 718 
raw[ 718 ]: -2799.01 
RAW bias 718 : -480.8379 
RAW RMSE 718 : 1579.088 

nnet 718 : -39.19296 
nnet mean 718 : 349.8367 
nnet RMSE 718 : 660.1929 

forest 718 : -1862.363 
forest mean 718 : -835.114 
forest RMSE 718 : 2210.557 

boosting 718 : 1832.883 
boosting mean 718 : 973.5164 
boosting RMSE 718 : 2569.419 

S: 719 
raw[ 719 ]: -3685.504 
RAW bias 719 : -485.295 
RAW RMSE 719 : 1583.964 

nnet 719 : -705.6 
nnet mean 719 : 348.3688 
nnet RMSE 719 : 660.2582 

forest 719 : -2900.091 
forest mean 719 : -837.986 
forest RMSE 719 : 2211.666 

boosting 719 : 1308.823 
boosting mean 719 : 973.9827 
boosting RMSE 719 : 2568.095 

S: 720 
raw[ 720 ]: 112.7457 
RAW bias 720 : -484.4644 
RAW RMSE 720 : 1582.869 

nnet 720 : 1340.357 
nnet mean 720 : 349.7466 
nnet RMSE 720 : 661.6877 

forest 720 : 964.8147 
forest mean 720 : -835.4822 
forest RMSE 720 : 2210.422 

boosting 720 : -286.8786 
boosting mean 720 : 972.2315 
boosting RMSE 720 : 2566.333 

S: 721 
raw[ 721 ]: -3003.077 
RAW bias 721 : -487.9576 
RAW RMSE 721 : 1585.72 

nnet 721 : 279.9517 
nnet mean 721 : 349.6498 
nnet RMSE 721 : 661.3109 

forest 721 : -2473.357 
forest mean 721 : -837.7538 
forest RMSE 721 : 2210.808 

boosting 721 : 444.7496 
boosting mean 721 : 971.5 
boosting RMSE 721 : 2564.607 

S: 722 
raw[ 722 ]: 2076 
RAW bias 722 : -484.4064 
RAW RMSE 722 : 1586.504 

nnet 722 : 1356.345 
nnet mean 722 : 351.0441 
nnet RMSE 722 : 662.7778 

forest 722 : 486.9041 
forest mean 722 : -835.9191 
forest RMSE 722 : 2209.351 

boosting 722 : -858.3165 
boosting mean 722 : 968.9655 
boosting RMSE 722 : 2563.029 

S: 723 
raw[ 723 ]: 395.0677 
RAW bias 723 : -483.19 
RAW RMSE 723 : 1585.475 

nnet 723 : 884.466 
nnet mean 723 : 351.7819 
nnet RMSE 723 : 663.1356 

forest 723 : -1301.595 
forest mean 723 : -836.5632 
forest RMSE 723 : 2208.353 

boosting 723 : 1743.343 
boosting mean 723 : 970.0366 
boosting RMSE 723 : 2562.076 

S: 724 
raw[ 724 ]: -2306.794 
RAW bias 724 : -485.7088 
RAW RMSE 724 : 1586.697 

nnet 724 : 222.7002 
nnet mean 724 : 351.6036 
nnet RMSE 724 : 662.7292 

forest 724 : -1255.503 
forest mean 724 : -837.1419 
forest RMSE 724 : 2207.321 

boosting 724 : 1589.144 
boosting mean 724 : 970.8917 
boosting RMSE 724 : 2560.988 

S: 725 
raw[ 725 ]: 481.2074 
RAW bias 725 : -484.3751 
RAW RMSE 725 : 1585.703 

nnet 725 : 493.5474 
nnet mean 725 : 351.7994 
nnet RMSE 725 : 662.5256 

forest 725 : -1718.186 
forest mean 725 : -838.3571 
forest RMSE 725 : 2206.721 

boosting 725 : 1785.801 
boosting mean 725 : 972.0157 
boosting RMSE 725 : 2560.08 

S: 726 
raw[ 726 ]: 443.8088 
RAW bias 726 : -483.0966 
RAW RMSE 726 : 1584.696 

nnet 726 : 455.6409 
nnet mean 726 : 351.9424 
nnet RMSE 726 : 662.285 

forest 726 : 1939.209 
forest mean 726 : -834.5312 
forest RMSE 726 : 2206.374 

boosting 726 : 3366.786 
boosting mean 726 : 975.3143 
boosting RMSE 726 : 2561.366 

S: 727 
raw[ 727 ]: -448.1681 
RAW bias 727 : -483.0486 
RAW RMSE 727 : 1583.693 

nnet 727 : 570.0713 
nnet mean 727 : 352.2424 
nnet RMSE 727 : 662.167 

forest 727 : 992.0328 
forest mean 727 : -832.0188 
forest RMSE 727 : 2205.163 

boosting 727 : 3.905147 
boosting mean 727 : 973.9781 
boosting RMSE 727 : 2559.604 

S: 728 
raw[ 728 ]: 145.9920 
RAW bias 728 : -482.1845 
RAW RMSE 728 : 1582.614 

nnet 728 : 846.4073 
nnet mean 728 : 352.9212 
nnet RMSE 728 : 662.4552 

forest 728 : -3476.185 
forest mean 728 : -835.6509 
forest RMSE 728 : 2207.411 

boosting 728 : 2111.008 
boosting mean 728 : 975.54 
boosting RMSE 728 : 2559.041 

S: 729 
raw[ 729 ]: -534.3627 
RAW bias 729 : -482.2561 
RAW RMSE 729 : 1581.652 

nnet 729 : 1320.15 
nnet mean 729 : 354.248 
nnet RMSE 729 : 663.8039 

forest 729 : -1938.349 
forest mean 729 : -837.1635 
forest RMSE 729 : 2207.065 

boosting 729 : 365.7794 
boosting mean 729 : 974.7035 
boosting RMSE 729 : 2557.322 

S: 730 
raw[ 730 ]: -264.684 
RAW bias 730 : -481.958 
RAW RMSE 730 : 1580.599 

nnet 730 : 324.2369 
nnet mean 730 : 354.2069 
nnet RMSE 730 : 663.4576 

forest 730 : -148.2582 
forest mean 730 : -836.2198 
forest RMSE 730 : 2205.559 

boosting 730 : -1126.043 
boosting mean 730 : 971.8258 
boosting RMSE 730 : 2555.909 

S: 731 
raw[ 731 ]: -252.5115 
RAW bias 731 : -481.6442 
RAW RMSE 731 : 1579.545 

nnet 731 : 909.6642 
nnet mean 731 : 354.9668 
nnet RMSE 731 : 663.8568 

forest 731 : 241.4504 
forest mean 731 : -834.7455 
forest RMSE 731 : 2204.068 

boosting 731 : 774.5962 
boosting mean 731 : 971.556 
boosting RMSE 731 : 2554.321 

S: 732 
raw[ 732 ]: 2232.654 
RAW bias 732 : -477.9361 
RAW RMSE 732 : 1580.621 

nnet 732 : -159.5030 
nnet mean 732 : 354.2640 
nnet RMSE 732 : 663.4294 

forest 732 : -235.2137 
forest mean 732 : -833.9265 
forest RMSE 732 : 2202.579 

boosting 732 : 504.1633 
boosting mean 732 : 970.9175 
boosting RMSE 732 : 2552.644 

S: 733 
raw[ 733 ]: 1190.913 
RAW bias 733 : -475.6594 
RAW RMSE 733 : 1580.155 

nnet 733 : 141.4253 
nnet mean 733 : 353.9736 
nnet RMSE 733 : 662.9973 

forest 733 : -1713.069 
forest mean 733 : -835.1259 
forest RMSE 733 : 2201.986 

boosting 733 : 3761.609 
boosting mean 733 : 974.7247 
boosting RMSE 733 : 2554.683 

S: 734 
raw[ 734 ]: -241.1313 
RAW bias 734 : -475.3399 
RAW RMSE 734 : 1579.104 

nnet 734 : 833.9188 
nnet mean 734 : 354.6275 
nnet RMSE 734 : 663.2601 

forest 734 : 1137.055 
forest mean 734 : -832.439 
forest RMSE 734 : 2200.885 

boosting 734 : 1648.097 
boosting mean 734 : 975.6421 
boosting RMSE 734 : 2553.667 

S: 735 
raw[ 735 ]: -976.5022 
RAW bias 735 : -476.0217 
RAW RMSE 735 : 1578.44 

nnet 735 : 684.1936 
nnet mean 735 : 355.0759 
nnet RMSE 735 : 663.289 

forest 735 : -3780.918 
forest mean 735 : -836.4505 
forest RMSE 735 : 2203.805 

boosting 735 : 2528.227 
boosting mean 735 : 977.7545 
boosting RMSE 735 : 2553.632 

S: 736 
raw[ 736 ]: 1723.329 
RAW bias 736 : -473.0335 
RAW RMSE 736 : 1578.646 

nnet 736 : 847.648 
nnet mean 736 : 355.7451 
nnet RMSE 736 : 663.5743 

forest 736 : 2154.183 
forest mean 736 : -832.3872 
forest RMSE 736 : 2203.738 

boosting 736 : 1252.857 
boosting mean 736 : 978.1283 
boosting RMSE 736 : 2552.315 

S: 737 
raw[ 737 ]: -62.10884 
RAW bias 737 : -472.4759 
RAW RMSE 737 : 1577.576 

nnet 737 : 588.2097 
nnet mean 737 : 356.0605 
nnet RMSE 737 : 663.4778 

forest 737 : 571.183 
forest mean 737 : -830.4827 
forest RMSE 737 : 2202.343 

boosting 737 : 2988.303 
boosting mean 737 : 980.8558 
boosting RMSE 737 : 2552.957 

S: 738 
raw[ 738 ]: 578.1536 
RAW bias 738 : -471.0523 
RAW RMSE 738 : 1576.651 

nnet 738 : 673.253 
nnet mean 738 : 356.4903 
nnet RMSE 738 : 663.4912 

forest 738 : 3139.879 
forest mean 738 : -825.1028 
forest RMSE 738 : 2203.883 

boosting 738 : 966.2218 
boosting mean 738 : 980.836 
boosting RMSE 738 : 2551.474 

S: 739 
raw[ 739 ]: -1566.040 
RAW bias 739 : -472.534 
RAW RMSE 739 : 1576.636 

nnet 739 : 345.9105 
nnet mean 739 : 356.476 
nnet RMSE 739 : 663.1642 

forest 739 : -1121.464 
forest mean 739 : -825.5039 
forest RMSE 739 : 2202.778 

boosting 739 : 2232.319 
boosting mean 739 : 982.5294 
boosting RMSE 739 : 2551.069 

S: 740 
raw[ 740 ]: -1527.85 
RAW bias 740 : -473.9601 
RAW RMSE 740 : 1576.571 

nnet 740 : 125.2559 
nnet mean 740 : 356.1636 
nnet RMSE 740 : 662.732 

forest 740 : -2189.633 
forest mean 740 : -827.3473 
forest RMSE 740 : 2202.760 

boosting 740 : 802.3578 
boosting mean 740 : 982.286 
boosting RMSE 740 : 2549.516 

S: 741 
raw[ 741 ]: -3235.538 
RAW bias 741 : -477.6869 
RAW RMSE 741 : 1579.984 

nnet 741 : -234.4716 
nnet mean 741 : 355.3665 
nnet RMSE 741 : 662.3406 

forest 741 : -1267.385 
forest mean 741 : -827.9411 
forest RMSE 741 : 2201.766 

boosting 741 : 2143.392 
boosting mean 741 : 983.8529 
boosting RMSE 741 : 2549.011 

S: 742 
raw[ 742 ]: -13.29550 
RAW bias 742 : -477.0611 
RAW RMSE 742 : 1578.919 

nnet 742 : 239.8499 
nnet mean 742 : 355.2108 
nnet RMSE 742 : 661.9527 

forest 742 : 1417.991 
forest mean 742 : -824.9143 
forest RMSE 742 : 2200.897 

boosting 742 : -3908.02 
boosting mean 742 : 977.26 
boosting RMSE 742 : 2551.33 

S: 743 
raw[ 743 ]: -787.3337 
RAW bias 743 : -477.4786 
RAW RMSE 743 : 1578.121 

nnet 743 : 1099.799 
nnet mean 743 : 356.2129 
nnet RMSE 743 : 662.7364 

forest 743 : -549.1375 
forest mean 743 : -824.5431 
forest RMSE 743 : 2199.508 

boosting 743 : 2097.451 
boosting mean 743 : 978.7677 
boosting RMSE 743 : 2550.773 

S: 744 
raw[ 744 ]: -818.6966 
RAW bias 744 : -477.9373 
RAW RMSE 744 : 1577.346 

nnet 744 : 589.3917 
nnet mean 744 : 356.5263 
nnet RMSE 744 : 662.6433 

forest 744 : -312.7943 
forest mean 744 : -823.8553 
forest RMSE 744 : 2198.059 

boosting 744 : 2222.033 
boosting mean 744 : 980.4388 
boosting RMSE 744 : 2550.36 

S: 745 
raw[ 745 ]: 329.9341 
RAW bias 745 : -476.8529 
RAW RMSE 745 : 1576.333 

nnet 745 : 1029.720 
nnet mean 745 : 357.4300 
nnet RMSE 745 : 663.2722 

forest 745 : -398.1134 
forest mean 745 : -823.2838 
forest RMSE 745 : 2196.632 

boosting 745 : 1073.399 
boosting mean 745 : 980.5636 
boosting RMSE 745 : 2548.951 

S: 746 
raw[ 746 ]: 1378.595 
RAW bias 746 : -474.3657 
RAW RMSE 746 : 1576.085 

nnet 746 : 1177.568 
nnet mean 746 : 358.5293 
nnet RMSE 746 : 664.2282 

forest 746 : 1360.546 
forest mean 746 : -820.3564 
forest RMSE 746 : 2195.724 

boosting 746 : 2414.339 
boosting mean 746 : 982.4855 
boosting RMSE 746 : 2548.775 

S: 747 
raw[ 747 ]: 705.9496 
RAW bias 747 : -472.7856 
RAW RMSE 747 : 1575.241 

nnet 747 : 489.3279 
nnet mean 747 : 358.7044 
nnet RMSE 747 : 664.0248 

forest 747 : -721.0113 
forest mean 747 : -820.2234 
forest RMSE 747 : 2194.413 

boosting 747 : 1692.450 
boosting mean 747 : 983.436 
boosting RMSE 747 : 2547.821 

S: 748 
raw[ 748 ]: -1651.85 
RAW bias 748 : -474.3619 
RAW RMSE 748 : 1575.346 

nnet 748 : 414.3928 
nnet mean 748 : 358.7789 
nnet RMSE 748 : 663.7538 

forest 748 : -2929.035 
forest mean 748 : -823.0427 
forest RMSE 748 : 2195.559 

boosting 748 : 2446.093 
boosting mean 748 : 985.3914 
boosting RMSE 748 : 2547.688 

S: 749 
raw[ 749 ]: -2914.512 
RAW bias 749 : -477.6198 
RAW RMSE 749 : 1577.892 

nnet 749 : 607.396 
nnet mean 749 : 359.1108 
nnet RMSE 749 : 663.6817 

forest 749 : -7303.236 
forest mean 749 : -831.6945 
forest RMSE 749 : 2210.261 

boosting 749 : 1526.39 
boosting mean 749 : 986.1136 
boosting RMSE 749 : 2546.598 

S: 750 
raw[ 750 ]: 1843.258 
RAW bias 750 : -474.5253 
RAW RMSE 750 : 1578.275 

nnet 750 : 1185.472 
nnet mean 750 : 360.2126 
nnet RMSE 750 : 664.6502 

forest 750 : -1010.360 
forest mean 750 : -831.9327 
forest RMSE 750 : 2209.095 

boosting 750 : 2785.389 
boosting mean 750 : 988.5127 
boosting RMSE 750 : 2546.931 

S: 751 
raw[ 751 ]: 26.61803 
RAW bias 751 : -473.858 
RAW RMSE 751 : 1577.224 

nnet 751 : 32.24053 
nnet mean 751 : 359.7759 
nnet RMSE 751 : 664.2086 

forest 751 : -441.7363 
forest mean 751 : -831.4131 
forest RMSE 751 : 2207.683 

boosting 751 : 176.4202 
boosting mean 751 : 987.4313 
boosting RMSE 751 : 2545.243 

S: 752 
raw[ 752 ]: 2039.011 
RAW bias 752 : -470.5164 
RAW RMSE 752 : 1577.928 

nnet 752 : 1504.105 
nnet mean 752 : 361.2976 
nnet RMSE 752 : 666.0292 

forest 752 : 2024.325 
forest mean 752 : -827.6156 
forest RMSE 752 : 2207.449 

boosting 752 : -768.8808 
boosting mean 752 : 985.0958 
boosting RMSE 752 : 2543.705 

S: 753 
raw[ 753 ]: 681.0667 
RAW bias 753 : -468.9871 
RAW RMSE 753 : 1577.075 

nnet 753 : 321.3850 
nnet mean 753 : 361.2446 
nnet RMSE 753 : 665.6898 

forest 753 : 2563.000 
forest mean 753 : -823.1128 
forest RMSE 753 : 2207.959 

boosting 753 : 2926.29 
boosting mean 753 : 987.6738 
boosting RMSE 753 : 2544.251 

S: 754 
raw[ 754 ]: 56.27933 
RAW bias 754 : -468.2904 
RAW RMSE 754 : 1576.031 

nnet 754 : 764.9682 
nnet mean 754 : 361.7801 
nnet RMSE 754 : 665.8313 

forest 754 : -1261.162 
forest mean 754 : -823.6938 
forest RMSE 754 : 2206.973 

boosting 754 : 2916.563 
boosting mean 754 : 990.232 
boosting RMSE 754 : 2544.781 

S: 755 
raw[ 755 ]: -2865.259 
RAW bias 755 : -471.4652 
RAW RMSE 755 : 1578.435 

nnet 755 : -666.2352 
nnet mean 755 : 360.4185 
nnet RMSE 755 : 665.8318 

forest 755 : -2720.526 
forest mean 755 : -826.2061 
forest RMSE 755 : 2207.732 

boosting 755 : 1093.359 
boosting mean 755 : 990.3686 
boosting RMSE 755 : 2543.406 

S: 756 
raw[ 756 ]: -243.5473 
RAW bias 756 : -471.1637 
RAW RMSE 756 : 1577.415 

nnet 756 : 651.182 
nnet mean 756 : 360.8031 
nnet RMSE 756 : 665.8126 

forest 756 : -937.5443 
forest mean 756 : -826.3534 
forest RMSE 756 : 2206.535 

boosting 756 : 1318.066 
boosting mean 756 : 990.802 
boosting RMSE 756 : 2542.175 

S: 757 
raw[ 757 ]: 592.7708 
RAW bias 757 : -469.7583 
RAW RMSE 757 : 1576.520 

nnet 757 : 749.6773 
nnet mean 757 : 361.3168 
nnet RMSE 757 : 665.9304 

forest 757 : 2229.646 
forest mean 757 : -822.3164 
forest RMSE 757 : 2206.565 

boosting 757 : 1977.598 
boosting mean 757 : 992.1056 
boosting RMSE 757 : 2541.512 

S: 758 
raw[ 758 ]: 100.4430 
RAW bias 758 : -469.006 
RAW RMSE 758 : 1575.484 

nnet 758 : 18.53235 
nnet mean 758 : 360.8645 
nnet RMSE 758 : 665.4913 

forest 758 : 455.3598 
forest mean 758 : -820.6308 
forest RMSE 758 : 2205.171 

boosting 758 : 3419.37 
boosting mean 758 : 995.3078 
boosting RMSE 758 : 2542.87 

S: 759 
raw[ 759 ]: -2075.270 
RAW bias 759 : -471.1223 
RAW RMSE 759 : 1576.247 

nnet 759 : 347.1733 
nnet mean 759 : 360.8465 
nnet RMSE 759 : 665.1722 

forest 759 : -4758.878 
forest mean 759 : -825.8195 
forest RMSE 759 : 2210.478 

boosting 759 : 2322.970 
boosting mean 759 : 997.057 
boosting RMSE 759 : 2542.593 

S: 760 
raw[ 760 ]: 2565.954 
RAW bias 760 : -467.1262 
RAW RMSE 760 : 1577.957 

nnet 760 : 1906.181 
nnet mean 760 : 362.8798 
nnet RMSE 760 : 668.3209 

forest 760 : 1466.824 
forest mean 760 : -822.8029 
forest RMSE 760 : 2209.664 

boosting 760 : 3375.470 
boosting mean 760 : 1000.186 
boosting RMSE 760 : 2543.868 

S: 761 
raw[ 761 ]: -1383.668 
RAW bias 761 : -468.3306 
RAW RMSE 761 : 1577.718 

nnet 761 : -385.5577 
nnet mean 761 : 361.8964 
nnet RMSE 761 : 668.0278 

forest 761 : -3141.462 
forest mean 761 : -825.8498 
forest RMSE 761 : 2211.146 

boosting 761 : -1678.472 
boosting mean 761 : 996.6666 
boosting RMSE 761 : 2542.924 

S: 762 
raw[ 762 ]: -1655.508 
RAW bias 762 : -469.8885 
RAW RMSE 762 : 1577.822 

nnet 762 : 85.21647 
nnet mean 762 : 361.5333 
nnet RMSE 762 : 667.5965 

forest 762 : -4018.986 
forest mean 762 : -830.0402 
forest RMSE 762 : 2214.486 

boosting 762 : 834.0875 
boosting mean 762 : 996.4532 
boosting RMSE 762 : 2541.435 

S: 763 
raw[ 763 ]: 1535.901 
RAW bias 763 : -467.2597 
RAW RMSE 763 : 1577.768 

nnet 763 : 239.3888 
nnet mean 763 : 361.3732 
nnet RMSE 763 : 667.2152 

forest 763 : 425.0696 
forest mean 763 : -828.3953 
forest RMSE 763 : 2213.088 

boosting 763 : -2157.489 
boosting mean 763 : 992.3196 
boosting RMSE 763 : 2540.969 

S: 764 
raw[ 764 ]: -922.2823 
RAW bias 764 : -467.8553 
RAW RMSE 764 : 1577.088 

nnet 764 : 134.2734 
nnet mean 764 : 361.0759 
nnet RMSE 764 : 666.796 

forest 764 : 482.1181 
forest mean 764 : -826.68 
forest RMSE 764 : 2211.707 

boosting 764 : 1330.439 
boosting mean 764 : 992.7622 
boosting RMSE 764 : 2539.762 

S: 765 
raw[ 765 ]: -1715.548 
RAW bias 765 : -469.4863 
RAW RMSE 765 : 1577.277 

nnet 765 : 154.7889 
nnet mean 765 : 360.8063 
nnet RMSE 765 : 666.3836 

forest 765 : -1363.653 
forest mean 765 : -827.3819 
forest RMSE 765 : 2210.811 

boosting 765 : 1983.321 
boosting mean 765 : 994.057 
boosting RMSE 765 : 2539.114 

S: 766 
raw[ 766 ]: 122.6390 
RAW bias 766 : -468.7133 
RAW RMSE 766 : 1576.253 

nnet 766 : 179.8880 
nnet mean 766 : 360.5701 
nnet RMSE 766 : 665.9802 

forest 766 : -1396.88 
forest mean 766 : -828.1253 
forest RMSE 766 : 2209.944 

boosting 766 : -940.2683 
boosting mean 766 : 991.5318 
boosting RMSE 766 : 2537.684 

S: 767 
raw[ 767 ]: -3231.192 
RAW bias 767 : -472.3149 
RAW RMSE 767 : 1579.540 

nnet 767 : -385.4329 
nnet mean 767 : 359.5975 
nnet RMSE 767 : 665.6914 

forest 767 : -1393.998 
forest mean 767 : -828.8631 
forest RMSE 767 : 2209.077 

boosting 767 : 206.6799 
boosting mean 767 : 990.5085 
boosting RMSE 767 : 2536.04 

S: 768 
raw[ 768 ]: 1730.719 
RAW bias 768 : -469.4464 
RAW RMSE 768 : 1579.747 

nnet 768 : 742.6819 
nnet mean 768 : 360.0963 
nnet RMSE 768 : 665.7974 

forest 768 : 1888.890 
forest mean 768 : -825.3244 
forest RMSE 768 : 2208.69 

boosting 768 : -2225.893 
boosting mean 768 : 986.3205 
boosting RMSE 768 : 2535.661 

S: 769 
raw[ 769 ]: 1253.733 
RAW bias 769 : -467.2056 
RAW RMSE 769 : 1579.366 

nnet 769 : 535.6812 
nnet mean 769 : 360.3246 
nnet RMSE 769 : 665.6447 

forest 769 : 1077.065 
forest mean 769 : -822.8505 
forest RMSE 769 : 2207.595 

boosting 769 : -1690.195 
boosting mean 769 : 982.84 
boosting RMSE 769 : 2534.744 

S: 770 
raw[ 770 ]: 579.5332 
RAW bias 770 : -465.8462 
RAW RMSE 770 : 1578.479 

nnet 770 : 1503.827 
nnet mean 770 : 361.8097 
nnet RMSE 770 : 667.4163 

forest 770 : 831.3937 
forest mean 770 : -820.7021 
forest RMSE 770 : 2206.364 

boosting 770 : 2561.817 
boosting mean 770 : 984.8906 
boosting RMSE 770 : 2534.780 

S: 771 
raw[ 771 ]: -1574.9 
RAW bias 771 : -467.2847 
RAW RMSE 771 : 1578.474 

nnet 771 : 647.8257 
nnet mean 771 : 362.1806 
nnet RMSE 771 : 667.3913 

forest 771 : -2416.036 
forest mean 771 : -822.7713 
forest RMSE 771 : 2206.649 

boosting 771 : 497.6163 
boosting mean 771 : 984.2586 
boosting RMSE 771 : 2533.199 

S: 772 
raw[ 772 ]: -246.892 
RAW bias 772 : -466.9992 
RAW RMSE 772 : 1577.476 

nnet 772 : 268.3713 
nnet mean 772 : 362.0591 
nnet RMSE 772 : 667.0288 

forest 772 : -261.8475 
forest mean 772 : -822.0447 
forest RMSE 772 : 2205.240 

boosting 772 : 3098.123 
boosting mean 772 : 986.9968 
boosting RMSE 772 : 2534.012 

S: 773 
raw[ 773 ]: 966.5958 
RAW bias 773 : -465.1446 
RAW RMSE 773 : 1576.839 

nnet 773 : 748.2043 
nnet mean 773 : 362.5587 
nnet RMSE 773 : 667.1402 

forest 773 : -459.8409 
forest mean 773 : -821.5762 
forest RMSE 773 : 2203.875 

boosting 773 : 1355.510 
boosting mean 773 : 987.4735 
boosting RMSE 773 : 2532.842 

S: 774 
raw[ 774 ]: -3510.209 
RAW bias 774 : -469.0788 
RAW RMSE 774 : 1580.863 

nnet 774 : -700.5372 
nnet mean 774 : 361.1851 
nnet RMSE 774 : 667.1844 

forest 774 : -343.6599 
forest mean 774 : -820.9587 
forest RMSE 774 : 2202.485 

boosting 774 : 2240.469 
boosting mean 774 : 989.0924 
boosting RMSE 774 : 2532.486 

S: 775 
raw[ 775 ]: 2235.536 
RAW bias 775 : -465.5889 
RAW RMSE 775 : 1581.882 

nnet 775 : 1200.838 
nnet mean 775 : 362.2686 
nnet RMSE 775 : 668.1477 

forest 775 : 1871.490 
forest mean 775 : -817.4846 
forest RMSE 775 : 2202.090 

boosting 775 : 3518.426 
boosting mean 775 : 992.356 
boosting RMSE 775 : 2534.005 

S: 776 
raw[ 776 ]: 2197.641 
RAW bias 776 : -462.1569 
RAW RMSE 776 : 1582.83 

nnet 776 : 986.969 
nnet mean 776 : 363.0736 
nnet RMSE 776 : 668.6564 

forest 776 : 2796.874 
forest mean 776 : -812.8269 
forest RMSE 776 : 2202.960 

boosting 776 : 3215.845 
boosting mean 776 : 995.2213 
boosting RMSE 776 : 2535.002 

S: 777 
raw[ 777 ]: 1126.177 
RAW bias 777 : -460.1128 
RAW RMSE 777 : 1582.327 

nnet 777 : 655.5966 
nnet mean 777 : 363.4501 
nnet RMSE 777 : 668.6397 

forest 777 : -3918.79 
forest mean 777 : -816.8243 
forest RMSE 777 : 2206.026 

boosting 777 : 2663.674 
boosting mean 777 : 997.3686 
boosting RMSE 777 : 2535.171 

S: 778 
raw[ 778 ]: 1303.831 
RAW bias 778 : -457.8455 
RAW RMSE 778 : 1582.001 

nnet 778 : 330.5532 
nnet mean 778 : 363.4078 
nnet RMSE 778 : 668.315 

forest 778 : 2022.777 
forest mean 778 : -813.1744 
forest RMSE 778 : 2205.801 

boosting 778 : -5662.325 
boosting mean 778 : 988.8086 
boosting RMSE 778 : 2541.662 

S: 779 
raw[ 779 ]: -2286.166 
RAW bias 779 : -460.1925 
RAW RMSE 779 : 1583.105 

nnet 779 : 237.6751 
nnet mean 779 : 363.2464 
nnet RMSE 779 : 667.9402 

forest 779 : -561.7472 
forest mean 779 : -812.8516 
forest RMSE 779 : 2204.476 

boosting 779 : 2132.123 
boosting mean 779 : 990.2763 
boosting RMSE 779 : 2541.178 

S: 780 
raw[ 780 ]: 17.79219 
RAW bias 780 : -459.5797 
RAW RMSE 780 : 1582.090 

nnet 780 : 382.8305 
nnet mean 780 : 363.2715 
nnet RMSE 780 : 667.6526 

forest 780 : -2811.582 
forest mean 780 : -815.4141 
forest RMSE 780 : 2205.362 

boosting 780 : 1639.434 
boosting mean 780 : 991.1085 
boosting RMSE 780 : 2540.227 

S: 781 
raw[ 781 ]: -527.0512 
RAW bias 781 : -459.6661 
RAW RMSE 781 : 1581.190 

nnet 781 : 623.7562 
nnet mean 781 : 363.605 
nnet RMSE 781 : 667.5982 

forest 781 : -1702.325 
forest mean 781 : -816.5497 
forest RMSE 781 : 2204.791 

boosting 781 : 1532.528 
boosting mean 781 : 991.8018 
boosting RMSE 781 : 2539.193 

S: 782 
raw[ 782 ]: -349.089 
RAW bias 782 : -459.5247 
RAW RMSE 782 : 1580.228 

nnet 782 : 363.837 
nnet mean 782 : 363.6053 
nnet RMSE 782 : 667.2981 

forest 782 : 404.1639 
forest mean 782 : -814.9887 
forest RMSE 782 : 2203.428 

boosting 782 : 2614.861 
boosting mean 782 : 993.8773 
boosting RMSE 782 : 2539.291 

S: 783 
raw[ 783 ]: -1969.882 
RAW bias 783 : -461.4536 
RAW RMSE 783 : 1580.786 

nnet 783 : 358.622 
nnet mean 783 : 363.5990 
nnet RMSE 783 : 666.995 

forest 783 : -839.76 
forest mean 783 : -815.0204 
forest RMSE 783 : 2202.225 

boosting 783 : 1468.947 
boosting mean 783 : 994.484 
boosting RMSE 783 : 2538.212 

S: 784 
raw[ 784 ]: -1973.232 
RAW bias 784 : -463.3819 
RAW RMSE 784 : 1581.349 

nnet 784 : 193.8559 
nnet mean 784 : 363.3824 
nnet RMSE 784 : 666.6054 

forest 784 : -3554.822 
forest mean 784 : -818.515 
forest RMSE 784 : 2204.479 

boosting 784 : 1863.766 
boosting mean 784 : 995.5928 
boosting RMSE 784 : 2537.466 

S: 785 
raw[ 785 ]: -4306.365 
RAW bias 785 : -468.2774 
RAW RMSE 785 : 1587.798 

nnet 785 : -437.7621 
nnet mean 785 : 362.3619 
nnet RMSE 785 : 666.3639 

forest 785 : -4053.096 
forest mean 785 : -822.6355 
forest RMSE 785 : 2207.819 

boosting 785 : -49.16197 
boosting mean 785 : 994.262 
boosting RMSE 785 : 2535.849 

S: 786 
raw[ 786 ]: 533.1716 
RAW bias 786 : -467.0033 
RAW RMSE 786 : 1586.902 

nnet 786 : 1007.686 
nnet mean 786 : 363.1829 
nnet RMSE 786 : 666.9091 

forest 786 : 1805.852 
forest mean 786 : -819.2914 
forest RMSE 786 : 2207.354 

boosting 786 : 2374.933 
boosting mean 786 : 996.0185 
boosting RMSE 786 : 2535.651 

S: 787 
raw[ 787 ]: 4.410693 
RAW bias 787 : -466.4043 
RAW RMSE 787 : 1585.893 

nnet 787 : 830.4426 
nnet mean 787 : 363.7766 
nnet RMSE 787 : 667.1424 

forest 787 : -2161.819 
forest mean 787 : -820.9972 
forest RMSE 787 : 2207.297 

boosting 787 : 3666.344 
boosting mean 787 : 999.4115 
boosting RMSE 787 : 2537.408 

S: 788 
raw[ 788 ]: -1044.590 
RAW bias 788 : -467.1381 
RAW RMSE 788 : 1585.323 

nnet 788 : 28.79530 
nnet mean 788 : 363.3515 
nnet RMSE 788 : 666.7197 

forest 788 : -1618.769 
forest mean 788 : -822.0096 
forest RMSE 788 : 2206.649 

boosting 788 : 1397.240 
boosting mean 788 : 999.9164 
boosting RMSE 788 : 2536.286 

S: 789 
raw[ 789 ]: -485.6157 
RAW bias 789 : -467.1615 
RAW RMSE 789 : 1584.413 

nnet 789 : 928.5362 
nnet mean 789 : 364.0678 
nnet RMSE 789 : 667.1166 

forest 789 : -2487.575 
forest mean 789 : -824.1206 
forest RMSE 789 : 2207.028 

boosting 789 : 1277.701 
boosting mean 789 : 1000.268 
boosting RMSE 789 : 2535.086 

S: 790 
raw[ 790 ]: -71.48263 
RAW bias 790 : -466.6606 
RAW RMSE 790 : 1583.412 

nnet 790 : 1423.837 
nnet mean 790 : 365.4093 
nnet RMSE 790 : 668.616 

forest 790 : 599.6176 
forest mean 790 : -822.3184 
forest RMSE 790 : 2205.734 

boosting 790 : 1838.094 
boosting mean 790 : 1001.329 
boosting RMSE 790 : 2534.325 

S: 791 
raw[ 791 ]: -378.5201 
RAW bias 791 : -466.5492 
RAW RMSE 791 : 1582.468 

nnet 791 : 1320.219 
nnet mean 791 : 366.6164 
nnet RMSE 791 : 669.8401 

forest 791 : 2236.385 
forest mean 791 : -818.4515 
forest RMSE 791 : 2205.773 

boosting 791 : 1775.401 
boosting mean 791 : 1002.308 
boosting RMSE 791 : 2533.509 

S: 792 
raw[ 792 ]: -1408.236 
RAW bias 792 : -467.7382 
RAW RMSE 792 : 1582.26 

nnet 792 : -350.0509 
nnet mean 792 : 365.7115 
nnet RMSE 792 : 669.5326 

forest 792 : -564.2575 
forest mean 792 : -818.1306 
forest RMSE 792 : 2204.471 

boosting 792 : 2213.590 
boosting mean 792 : 1003.837 
boosting RMSE 792 : 2533.130 

S: 793 
raw[ 793 ]: 2152.831 
RAW bias 793 : -464.4336 
RAW RMSE 793 : 1583.109 

nnet 793 : -471.214 
nnet mean 793 : 364.6561 
nnet RMSE 793 : 669.3195 

forest 793 : 1358.715 
forest mean 793 : -815.3855 
forest RMSE 793 : 2203.609 

boosting 793 : 2795.286 
boosting mean 793 : 1006.096 
boosting RMSE 793 : 2533.478 

S: 794 
raw[ 794 ]: -2574.656 
RAW bias 794 : -467.0913 
RAW RMSE 794 : 1584.748 

nnet 794 : 114.8646 
nnet mean 794 : 364.3415 
nnet RMSE 794 : 668.9103 

forest 794 : 38.90589 
forest mean 794 : -814.3096 
forest RMSE 794 : 2202.221 

boosting 794 : 2545.705 
boosting mean 794 : 1008.035 
boosting RMSE 794 : 2533.494 

S: 795 
raw[ 795 ]: -1744.974 
RAW bias 795 : -468.6987 
RAW RMSE 795 : 1584.960 

nnet 795 : 136.5771 
nnet mean 795 : 364.0551 
nnet RMSE 795 : 668.507 

forest 795 : -5710.44 
forest mean 795 : -820.4682 
forest RMSE 795 : 2210.135 

boosting 795 : 2252.838 
boosting mean 795 : 1009.601 
boosting RMSE 795 : 2533.16 

S: 796 
raw[ 796 ]: -2839.225 
RAW bias 796 : -471.6767 
RAW RMSE 796 : 1587.157 

nnet 796 : 69.47049 
nnet mean 796 : 363.685 
nnet RMSE 796 : 668.0915 

forest 796 : -3380.419 
forest mean 796 : -823.6842 
forest RMSE 796 : 2211.993 

boosting 796 : 477.0186 
boosting mean 796 : 1008.932 
boosting RMSE 796 : 2531.625 

S: 797 
raw[ 797 ]: -1992.652 
RAW bias 797 : -473.5851 
RAW RMSE 797 : 1587.731 

nnet 797 : -105.4986 
nnet mean 797 : 363.0963 
nnet RMSE 797 : 667.6827 

forest 797 : -2095.516 
forest mean 797 : -825.28 
forest RMSE 797 : 2211.851 

boosting 797 : 2040.839 
boosting mean 797 : 1010.227 
boosting RMSE 797 : 2531.069 

S: 798 
raw[ 798 ]: 1772.954 
RAW bias 798 : -470.7699 
RAW RMSE 798 : 1587.977 

nnet 798 : 767.8471 
nnet mean 798 : 363.6035 
nnet RMSE 798 : 667.8177 

forest 798 : -977.898 
forest mean 798 : -825.4713 
forest RMSE 798 : 2210.736 

boosting 798 : -3392.917 
boosting mean 798 : 1004.709 
boosting RMSE 798 : 2532.332 

S: 799 
raw[ 799 ]: -105.0328 
RAW bias 799 : -470.3121 
RAW RMSE 799 : 1586.987 

nnet 799 : 782.3798 
nnet mean 799 : 364.1276 
nnet RMSE 799 : 667.9733 

forest 799 : -170.1884 
forest mean 799 : -824.6511 
forest RMSE 799 : 2209.360 

boosting 799 : 1899.624 
boosting mean 799 : 1005.829 
boosting RMSE 799 : 2531.639 

S: 800 
raw[ 800 ]: 2260.332 
RAW bias 800 : -466.8988 
RAW RMSE 800 : 1588.007 

nnet 800 : 1601.146 
nnet mean 800 : 365.6739 
nnet RMSE 800 : 669.9516 

forest 800 : 1117.285 
forest mean 800 : -822.2237 
forest RMSE 800 : 2208.332 

boosting 800 : 1219.99 
boosting mean 800 : 1006.097 
boosting RMSE 800 : 2530.424 


S: 801 
raw[ 801 ]: -256.7758 
RAW bias 801 : -466.6365 
RAW RMSE 801 : 1587.041 

nnet 801 : 823.4462 
nnet mean 801 : 366.2454 
nnet RMSE 801 : 670.1652 

forest 801 : -404.4686 
forest mean 801 : -821.7022 
forest RMSE 801 : 2207.000 

boosting 801 : 3369.362 
boosting mean 801 : 1009.047 
boosting RMSE 801 : 2531.645 

S: 802 
raw[ 802 ]: 1012.624 
RAW bias 802 : -464.792 
RAW RMSE 802 : 1586.454 

nnet 802 : -126.6603 
nnet mean 802 : 365.6308 
nnet RMSE 802 : 669.7622 

forest 802 : -992.1526 
forest mean 802 : -821.9147 
forest RMSE 802 : 2205.901 

boosting 802 : 148.0144 
boosting mean 802 : 1007.973 
boosting RMSE 802 : 2530.071 

S: 803 
raw[ 803 ]: -3504.628 
RAW bias 803 : -468.5776 
RAW RMSE 803 : 1590.283 

nnet 803 : 3.026568 
nnet mean 803 : 365.1792 
nnet RMSE 803 : 669.345 

forest 803 : -1678.225 
forest mean 803 : -822.9811 
forest RMSE 803 : 2205.323 

boosting 803 : 1347.775 
boosting mean 803 : 1008.397 
boosting RMSE 803 : 2528.943 

S: 804 
raw[ 804 ]: -2011.135 
RAW bias 804 : -470.4962 
RAW RMSE 804 : 1590.875 

nnet 804 : 125.7774 
nnet mean 804 : 364.8815 
nnet RMSE 804 : 668.9433 

forest 804 : -869.4615 
forest mean 804 : -823.0389 
forest RMSE 804 : 2204.164 

boosting 804 : 2639.676 
boosting mean 804 : 1010.426 
boosting RMSE 804 : 2529.083 

S: 805 
raw[ 805 ]: -1119.95 
RAW bias 805 : -471.303 
RAW RMSE 805 : 1590.377 

nnet 805 : 682.5207 
nnet mean 805 : 365.2761 
nnet RMSE 805 : 668.9604 

forest 805 : -102.4389 
forest mean 805 : -822.1438 
forest RMSE 805 : 2202.798 

boosting 805 : 3096.774 
boosting mean 805 : 1013.017 
boosting RMSE 805 : 2529.868 

S: 806 
raw[ 806 ]: -762.2557 
RAW bias 806 : -471.664 
RAW RMSE 806 : 1589.617 

nnet 806 : -303.8214 
nnet mean 806 : 364.4459 
nnet RMSE 806 : 668.6309 

forest 806 : -1447.541 
forest mean 806 : -822.9197 
forest RMSE 806 : 2202.021 

boosting 806 : 2751.556 
boosting mean 806 : 1015.174 
boosting RMSE 806 : 2530.155 

S: 807 
raw[ 807 ]: -2189.001 
RAW bias 807 : -473.7921 
RAW RMSE 807 : 1590.499 

nnet 807 : 737.1338 
nnet mean 807 : 364.9077 
nnet RMSE 807 : 668.7201 

forest 807 : -900.0677 
forest mean 807 : -823.0153 
forest RMSE 807 : 2200.885 

boosting 807 : 2948.483 
boosting mean 807 : 1017.57 
boosting RMSE 807 : 2530.716 

S: 808 
raw[ 808 ]: -2189.274 
RAW bias 808 : -475.9152 
RAW RMSE 808 : 1591.380 

nnet 808 : 330.2146 
nnet mean 808 : 364.8648 
nnet RMSE 808 : 668.4072 

forest 808 : -1810.665 
forest mean 808 : -824.2376 
forest RMSE 808 : 2200.444 

boosting 808 : 1999.365 
boosting mean 808 : 1018.785 
boosting RMSE 808 : 2530.127 

S: 809 
raw[ 809 ]: -166.4652 
RAW bias 809 : -475.5327 
RAW RMSE 809 : 1590.406 

nnet 809 : 1144.531 
nnet mean 809 : 365.8285 
nnet RMSE 809 : 669.2048 

forest 809 : -514.4834 
forest mean 809 : -823.8547 
forest RMSE 809 : 2199.158 

boosting 809 : 3524.512 
boosting mean 809 : 1021.882 
boosting RMSE 809 : 2531.598 

S: 810 
raw[ 810 ]: -1583.451 
RAW bias 810 : -476.9005 
RAW RMSE 810 : 1590.398 

nnet 810 : 219.1501 
nnet mean 810 : 365.6474 
nnet RMSE 810 : 668.836 

forest 810 : 72.93714 
forest mean 810 : -822.7476 
forest RMSE 810 : 2197.802 

boosting 810 : 2248.106 
boosting mean 810 : 1023.396 
boosting RMSE 810 : 2531.267 

S: 811 
raw[ 811 ]: -1619.196 
RAW bias 811 : -478.309 
RAW RMSE 811 : 1590.434 

nnet 811 : -241.0948 
nnet mean 811 : 364.8993 
nnet RMSE 811 : 668.4771 

forest 811 : -4261.131 
forest mean 811 : -826.9873 
forest RMSE 811 : 2201.537 

boosting 811 : 2063.243 
boosting mean 811 : 1024.678 
boosting RMSE 811 : 2530.743 

S: 812 
raw[ 812 ]: 2617.892 
RAW bias 812 : -474.4959 
RAW RMSE 812 : 1592.107 

nnet 812 : 1113.739 
nnet mean 812 : 365.8215 
nnet RMSE 812 : 669.2077 

forest 812 : 2007.5 
forest mean 812 : -823.4965 
forest RMSE 812 : 2201.309 

boosting 812 : 5186.481 
boosting mean 812 : 1029.804 
boosting RMSE 812 : 2535.725 

S: 813 
raw[ 813 ]: -199.4233 
RAW bias 813 : -474.1576 
RAW RMSE 813 : 1591.143 

nnet 813 : 942.521 
nnet mean 813 : 366.5309 
nnet RMSE 813 : 669.6124 

forest 813 : -1687.228 
forest mean 813 : -824.559 
forest RMSE 813 : 2200.75 

boosting 813 : 3079.039 
boosting mean 813 : 1032.324 
boosting RMSE 813 : 2536.465 

S: 814 
raw[ 814 ]: -435.5035 
RAW bias 814 : -474.1101 
RAW RMSE 814 : 1590.238 

nnet 814 : 33.86696 
nnet mean 814 : 366.1222 
nnet RMSE 814 : 669.202 

forest 814 : 1086.158 
forest mean 814 : -822.2116 
forest RMSE 814 : 2199.727 

boosting 814 : 1817.56 
boosting mean 814 : 1033.289 
boosting RMSE 814 : 2535.707 

S: 815 
raw[ 815 ]: -1196.793 
RAW bias 815 : -474.9968 
RAW RMSE 815 : 1589.815 

nnet 815 : 447.1268 
nnet mean 815 : 366.2216 
nnet RMSE 815 : 668.9747 

forest 815 : 324.1241 
forest mean 815 : -820.805 
forest RMSE 815 : 2198.407 

boosting 815 : 201.6521 
boosting mean 815 : 1032.269 
boosting RMSE 815 : 2534.161 

S: 816 
raw[ 816 ]: 898.9675 
RAW bias 816 : -473.313 
RAW RMSE 816 : 1589.153 

nnet 816 : 116.7305 
nnet mean 816 : 365.9158 
nnet RMSE 816 : 668.5771 

forest 816 : 317.0214 
forest mean 816 : -819.4107 
forest RMSE 816 : 2197.087 

boosting 816 : 812.1487 
boosting mean 816 : 1031.999 
boosting RMSE 816 : 2532.767 

S: 817 
raw[ 817 ]: -1870.539 
RAW bias 817 : -475.0232 
RAW RMSE 817 : 1589.527 

nnet 817 : -139.7652 
nnet mean 817 : 365.2969 
nnet RMSE 817 : 668.1857 

forest 817 : -1974.947 
forest mean 817 : -820.825 
forest RMSE 817 : 2196.829 

boosting 817 : -218.0043 
boosting mean 817 : 1030.469 
boosting RMSE 817 : 2531.228 

S: 818 
raw[ 818 ]: -2960.508 
RAW bias 818 : -478.0617 
RAW RMSE 818 : 1591.924 

nnet 818 : -111.0652 
nnet mean 818 : 364.7145 
nnet RMSE 818 : 667.7885 

forest 818 : -1735.805 
forest mean 818 : -821.9436 
forest RMSE 818 : 2196.325 

boosting 818 : 2773.258 
boosting mean 818 : 1032.599 
boosting RMSE 818 : 2531.538 

S: 819 
raw[ 819 ]: 193.9673 
RAW bias 819 : -477.2412 
RAW RMSE 819 : 1590.967 

nnet 819 : -69.09415 
nnet mean 819 : 364.1849 
nnet RMSE 819 : 667.385 

forest 819 : 569.3462 
forest mean 819 : -820.2448 
forest RMSE 819 : 2195.074 

boosting 819 : 2031.960 
boosting mean 819 : 1033.820 
boosting RMSE 819 : 2530.988 

S: 820 
raw[ 820 ]: -1617.250 
RAW bias 820 : -478.6314 
RAW RMSE 820 : 1590.999 

nnet 820 : -74.0346 
nnet mean 820 : 363.6504 
nnet RMSE 820 : 666.983 

forest 820 : 660.6324 
forest mean 820 : -818.4389 
forest RMSE 820 : 2193.856 

boosting 820 : -1892.322 
boosting mean 820 : 1030.251 
boosting RMSE 820 : 2530.307 

S: 821 
raw[ 821 ]: -3049.837 
RAW bias 821 : -481.7632 
RAW RMSE 821 : 1593.588 

nnet 821 : -551.6474 
nnet mean 821 : 362.5356 
nnet RMSE 821 : 666.8546 

forest 821 : -1912.244 
forest mean 821 : -819.7712 
forest RMSE 821 : 2193.535 

boosting 821 : 935.6194 
boosting mean 821 : 1030.136 
boosting RMSE 821 : 2528.977 

S: 822 
raw[ 822 ]: -1427.352 
RAW bias 822 : -482.9136 
RAW RMSE 822 : 1593.397 

nnet 822 : 213.8286 
nnet mean 822 : 362.3547 
nnet RMSE 822 : 666.4906 

forest 822 : 312.9178 
forest mean 822 : -818.3932 
forest RMSE 822 : 2192.227 

boosting 822 : 2083.730 
boosting mean 822 : 1031.418 
boosting RMSE 822 : 2528.483 

S: 823 
raw[ 823 ]: -378.8836 
RAW bias 823 : -482.7872 
RAW RMSE 823 : 1592.483 

nnet 823 : 708.3062 
nnet mean 823 : 362.775 
nnet RMSE 823 : 666.543 

forest 823 : -507.7086 
forest mean 823 : -818.0157 
forest RMSE 823 : 2190.967 

boosting 823 : 2359.183 
boosting mean 823 : 1033.031 
boosting RMSE 823 : 2528.284 

S: 824 
raw[ 824 ]: -2236.544 
RAW bias 824 : -484.9155 
RAW RMSE 824 : 1593.423 

nnet 824 : 989.0698 
nnet mean 824 : 363.5351 
nnet RMSE 824 : 667.0289 

forest 824 : -2939.423 
forest mean 824 : -820.5902 
forest RMSE 824 : 2192.03 

boosting 824 : 2734.489 
boosting mean 824 : 1035.096 
boosting RMSE 824 : 2528.544 

S: 825 
raw[ 825 ]: 34.24852 
RAW bias 825 : -484.2862 
RAW RMSE 825 : 1592.457 

nnet 825 : 1052.740 
nnet mean 825 : 364.3705 
nnet RMSE 825 : 667.6314 

forest 825 : -1373.121 
forest mean 825 : -821.26 
forest RMSE 825 : 2191.223 

boosting 825 : 1776.068 
boosting mean 825 : 1035.994 
boosting RMSE 825 : 2527.768 

S: 826 
raw[ 826 ]: -4089.104 
RAW bias 826 : -488.6504 
RAW RMSE 826 : 1597.84 

nnet 826 : 105.1980 
nnet mean 826 : 364.0567 
nnet RMSE 826 : 667.2371 

forest 826 : -3439.464 
forest mean 826 : -824.4297 
forest RMSE 826 : 2193.163 

boosting 826 : 962.8843 
boosting mean 826 : 1035.905 
boosting RMSE 826 : 2526.459 

S: 827 
raw[ 827 ]: 1908.495 
RAW bias 827 : -485.7518 
RAW RMSE 827 : 1598.252 

nnet 827 : 829.7746 
nnet mean 827 : 364.6199 
nnet RMSE 827 : 667.4576 

forest 827 : 2108.837 
forest mean 827 : -820.8828 
forest RMSE 827 : 2193.063 

boosting 827 : 382.8177 
boosting mean 827 : 1035.116 
boosting RMSE 827 : 2524.966 

S: 828 
raw[ 828 ]: 1770.510 
RAW bias 828 : -483.0268 
RAW RMSE 828 : 1598.471 

nnet 828 : 995.2747 
nnet mean 828 : 365.3815 
nnet RMSE 828 : 667.9505 

forest 828 : -203.2428 
forest mean 828 : -820.1369 
forest RMSE 828 : 2191.75 

boosting 828 : -2772.783 
boosting mean 828 : 1030.517 
boosting RMSE 828 : 2525.280 

S: 829 
raw[ 829 ]: -937.1545 
RAW bias 829 : -483.5746 
RAW RMSE 829 : 1597.838 

nnet 829 : 704.2877 
nnet mean 829 : 365.7903 
nnet RMSE 829 : 667.9956 

forest 829 : -3686.323 
forest mean 829 : -823.5943 
forest RMSE 829 : 2194.166 

boosting 829 : 415.9304 
boosting mean 829 : 1029.775 
boosting RMSE 829 : 2523.798 

S: 830 
raw[ 830 ]: -1278.486 
RAW bias 830 : -484.5324 
RAW RMSE 830 : 1597.492 

nnet 830 : 245.5204 
nnet mean 830 : 365.6454 
nnet RMSE 830 : 667.6474 

forest 830 : -1672.364 
forest mean 830 : -824.6169 
forest RMSE 830 : 2193.612 

boosting 830 : 1481.411 
boosting mean 830 : 1030.320 
boosting RMSE 830 : 2522.801 

S: 831 
raw[ 831 ]: 25.74617 
RAW bias 831 : -483.9183 
RAW RMSE 831 : 1596.531 

nnet 831 : 1270.800 
nnet mean 831 : 366.7347 
nnet RMSE 831 : 668.7003 

forest 831 : 440.9191 
forest mean 831 : -823.094 
forest RMSE 831 : 2192.345 

boosting 831 : 1538.838 
boosting mean 831 : 1030.932 
boosting RMSE 831 : 2521.848 

S: 832 
raw[ 832 ]: -929.7507 
RAW bias 832 : -484.4542 
RAW RMSE 832 : 1595.897 

nnet 832 : 444.7611 
nnet mean 832 : 366.8285 
nnet RMSE 832 : 668.4761 

forest 832 : -934.2146 
forest mean 832 : -823.2275 
forest RMSE 832 : 2191.267 

boosting 832 : 3106.598 
boosting mean 832 : 1033.426 
boosting RMSE 832 : 2522.632 

S: 833 
raw[ 833 ]: 983.6235 
RAW bias 833 : -482.6918 
RAW RMSE 833 : 1595.302 

nnet 833 : 898.3648 
nnet mean 833 : 367.4666 
nnet RMSE 833 : 668.7995 

forest 833 : 556.3633 
forest mean 833 : -821.5714 
forest RMSE 833 : 2190.036 

boosting 833 : 1965.751 
boosting mean 833 : 1034.546 
boosting RMSE 833 : 2522.037 

S: 834 
raw[ 834 ]: 1171.921 
RAW bias 834 : -480.7078 
RAW RMSE 834 : 1594.862 

nnet 834 : 921.622 
nnet mean 834 : 368.131 
nnet RMSE 834 : 669.1598 

forest 834 : -557.9189 
forest mean 834 : -821.2552 
forest RMSE 834 : 2188.808 

boosting 834 : -2399.785 
boosting mean 834 : 1030.428 
boosting RMSE 834 : 2521.894 

S: 835 
raw[ 835 ]: 496.617 
RAW bias 835 : -479.5374 
RAW RMSE 835 : 1593.999 

nnet 835 : -535.6428 
nnet mean 835 : 367.0486 
nnet RMSE 835 : 669.0159 

forest 835 : -2852.659 
forest mean 835 : -823.688 
forest RMSE 835 : 2189.723 

boosting 835 : 3262.31 
boosting mean 835 : 1033.101 
boosting RMSE 835 : 2522.911 

S: 836 
raw[ 836 ]: 571.2143 
RAW bias 836 : -478.2805 
RAW RMSE 836 : 1593.168 

nnet 836 : -293.2882 
nnet mean 836 : 366.2588 
nnet RMSE 836 : 668.6926 

forest 836 : -43.56082 
forest mean 836 : -822.7549 
forest RMSE 836 : 2188.414 

boosting 836 : 1614.817 
boosting mean 836 : 1033.796 
boosting RMSE 836 : 2522.02 

S: 837 
raw[ 837 ]: -3364.583 
RAW bias 837 : -481.7289 
RAW RMSE 837 : 1596.458 

nnet 837 : -656.684 
nnet mean 837 : 365.0366 
nnet RMSE 837 : 668.6783 

forest 837 : -4041.917 
forest mean 837 : -826.601 
forest RMSE 837 : 2191.564 

boosting 837 : 2049.168 
boosting mean 837 : 1035.010 
boosting RMSE 837 : 2521.508 

S: 838 
raw[ 838 ]: -881.6073 
RAW bias 838 : -482.2061 
RAW RMSE 838 : 1595.796 

nnet 838 : 320.3333 
nnet mean 838 : 364.9833 
nnet RMSE 838 : 668.3709 

forest 838 : 1431.452 
forest mean 838 : -823.9064 
forest RMSE 838 : 2190.814 

boosting 838 : 1187.814 
boosting mean 838 : 1035.192 
boosting RMSE 838 : 2520.337 

S: 839 
raw[ 839 ]: -167.7825 
RAW bias 839 : -481.8313 
RAW RMSE 839 : 1594.855 

nnet 839 : -236.2889 
nnet mean 839 : 364.2666 
nnet RMSE 839 : 668.0222 

forest 839 : -2535.402 
forest mean 839 : -825.9463 
forest RMSE 839 : 2191.257 

boosting 839 : 3415.953 
boosting mean 839 : 1038.029 
boosting RMSE 839 : 2521.594 

S: 840 
raw[ 840 ]: 260.9900 
RAW bias 840 : -480.947 
RAW RMSE 840 : 1593.931 

nnet 840 : 362.7235 
nnet mean 840 : 364.2648 
nnet RMSE 840 : 667.7418 

forest 840 : -1995.556 
forest mean 840 : -827.3387 
forest RMSE 840 : 2191.034 

boosting 840 : 110.6063 
boosting mean 840 : 1036.925 
boosting RMSE 840 : 2520.096 

S: 841 
raw[ 841 ]: 692.1666 
RAW bias 841 : -479.5521 
RAW RMSE 841 : 1593.162 

nnet 841 : 1399.975 
nnet mean 841 : 365.4963 
nnet RMSE 841 : 669.0885 

forest 841 : 2359.017 
forest mean 841 : -823.55 
forest RMSE 841 : 2191.242 

boosting 841 : -346.2551 
boosting mean 841 : 1035.281 
boosting RMSE 841 : 2518.625 

S: 842 
raw[ 842 ]: 588.4937 
RAW bias 842 : -478.2836 
RAW RMSE 842 : 1592.344 

nnet 842 : -44.96638 
nnet mean 842 : 365.0088 
nnet RMSE 842 : 668.6928 

forest 842 : 1042.979 
forest mean 842 : -821.3331 
forest RMSE 842 : 2190.235 

boosting 842 : -3231.047 
boosting mean 842 : 1030.214 
boosting RMSE 842 : 2519.591 

S: 843 
raw[ 843 ]: -124.7737 
RAW bias 843 : -477.8643 
RAW RMSE 843 : 1591.406 

nnet 843 : 98.64664 
nnet mean 843 : 364.6928 
nnet RMSE 843 : 668.3047 

forest 843 : -30.67825 
forest mean 843 : -820.3952 
forest RMSE 843 : 2188.936 

boosting 843 : 1075.116 
boosting mean 843 : 1030.267 
boosting RMSE 843 : 2518.368 

S: 844 
raw[ 844 ]: -1390.353 
RAW bias 844 : -478.9454 
RAW RMSE 844 : 1591.182 

nnet 844 : 210.4942 
nnet mean 844 : 364.5101 
nnet RMSE 844 : 667.948 

forest 844 : -2365.766 
forest mean 844 : -822.2262 
forest RMSE 844 : 2189.154 

boosting 844 : 1633.430 
boosting mean 844 : 1030.982 
boosting RMSE 844 : 2517.504 

S: 845 
raw[ 845 ]: 26.23427 
RAW bias 845 : -478.3476 
RAW RMSE 845 : 1590.241 

nnet 845 : 213.6209 
nnet mean 845 : 364.3316 
nnet RMSE 845 : 667.5931 

forest 845 : 194.4437 
forest mean 845 : -821.023 
forest RMSE 845 : 2187.868 

boosting 845 : 613.8816 
boosting mean 845 : 1030.488 
boosting RMSE 845 : 2516.102 

S: 846 
raw[ 846 ]: -2985.015 
RAW bias 846 : -481.3106 
RAW RMSE 846 : 1592.611 

nnet 846 : 110.1401 
nnet mean 846 : 364.0311 
nnet RMSE 846 : 667.2092 

forest 846 : -2955.664 
forest mean 846 : -823.5463 
forest RMSE 846 : 2188.935 

boosting 846 : 1835.446 
boosting mean 846 : 1031.440 
boosting RMSE 846 : 2515.406 

S: 847 
raw[ 847 ]: -1222.476 
RAW bias 847 : -482.1856 
RAW RMSE 847 : 1592.224 

nnet 847 : 552.8827 
nnet mean 847 : 364.2541 
nnet RMSE 847 : 667.0857 

forest 847 : -779.7693 
forest mean 847 : -823.4946 
forest RMSE 847 : 2187.806 

boosting 847 : 1575.652 
boosting mean 847 : 1032.082 
boosting RMSE 847 : 2514.504 

S: 848 
raw[ 848 ]: -2418.458 
RAW bias 848 : -484.4689 
RAW RMSE 848 : 1593.451 

nnet 848 : 385.5491 
nnet mean 848 : 364.2792 
nnet RMSE 848 : 666.8237 

forest 848 : -65.92229 
forest mean 848 : -822.6012 
forest RMSE 848 : 2186.517 

boosting 848 : 2328.413 
boosting mean 848 : 1033.611 
boosting RMSE 848 : 2514.293 

S: 849 
raw[ 849 ]: -877.0929 
RAW bias 849 : -484.9314 
RAW RMSE 849 : 1592.797 

nnet 849 : 828.6893 
nnet mean 849 : 364.8262 
nnet RMSE 849 : 667.0375 

forest 849 : -3294.587 
forest mean 849 : -825.5129 
forest RMSE 849 : 2188.152 

boosting 849 : 1225.768 
boosting mean 849 : 1033.837 
boosting RMSE 849 : 2513.164 

S: 850 
raw[ 850 ]: 369.5371 
RAW bias 850 : -483.9261 
RAW RMSE 850 : 1591.91 

nnet 850 : 57.85503 
nnet mean 850 : 364.4651 
nnet RMSE 850 : 666.648 

forest 850 : -4359.874 
forest mean 850 : -829.671 
forest RMSE 850 : 2191.972 

boosting 850 : -4493.443 
boosting mean 850 : 1027.334 
boosting RMSE 850 : 2516.409 

S: 851 
raw[ 851 ]: -1665.931 
RAW bias 851 : -485.3151 
RAW RMSE 851 : 1591.999 

nnet 851 : 402.7936 
nnet mean 851 : 364.5101 
nnet RMSE 851 : 666.3992 

forest 851 : -4070.505 
forest mean 851 : -833.4792 
forest RMSE 851 : 2195.123 

boosting 851 : 1959.236 
boosting mean 851 : 1028.430 
boosting RMSE 851 : 2515.827 

S: 852 
raw[ 852 ]: 1287.109 
RAW bias 852 : -483.2348 
RAW RMSE 852 : 1591.676 

nnet 852 : 314.851 
nnet mean 852 : 364.4518 
nnet RMSE 852 : 666.0954 

forest 852 : 932.0435 
forest mean 852 : -831.407 
forest RMSE 852 : 2194.067 

boosting 852 : 2614.254 
boosting mean 852 : 1030.291 
boosting RMSE 852 : 2515.945 

S: 853 
raw[ 853 ]: -749.712 
RAW bias 853 : -483.5472 
RAW RMSE 853 : 1590.949 

nnet 853 : 858.6169 
nnet mean 853 : 365.0311 
nnet RMSE 853 : 666.3536 

forest 853 : -2538.353 
forest mean 853 : -833.4081 
forest RMSE 853 : 2194.502 

boosting 853 : 2090.563 
boosting mean 853 : 1031.534 
boosting RMSE 853 : 2515.488 

S: 854 
raw[ 854 ]: -264.7252 
RAW bias 854 : -483.291 
RAW RMSE 854 : 1590.043 

nnet 854 : 38.26432 
nnet mean 854 : 364.6485 
nnet RMSE 854 : 665.9647 

forest 854 : -3413.869 
forest mean 854 : -836.4297 
forest RMSE 854 : 2196.326 

boosting 854 : -977.6449 
boosting mean 854 : 1029.181 
boosting RMSE 854 : 2514.237 

S: 855 
raw[ 855 ]: -3733.765 
RAW bias 855 : -487.0927 
RAW RMSE 855 : 1594.235 

nnet 855 : -598.411 
nnet mean 855 : 363.5221 
nnet RMSE 855 : 665.8897 

forest 855 : -2422.793 
forest mean 855 : -838.2851 
forest RMSE 855 : 2196.604 

boosting 855 : 1502.666 
boosting mean 855 : 1029.735 
boosting RMSE 855 : 2513.292 

S: 856 
raw[ 856 ]: -2850.548 
RAW bias 856 : -489.8537 
RAW RMSE 856 : 1596.28 

nnet 856 : -1059.691 
nnet mean 856 : 361.8595 
nnet RMSE 856 : 666.4855 

forest 856 : -2677.651 
forest mean 856 : -840.434 
forest RMSE 856 : 2197.228 

boosting 856 : 839.0269 
boosting mean 856 : 1029.512 
boosting RMSE 856 : 2511.987 

S: 857 
raw[ 857 ]: -23.10559 
RAW bias 857 : -489.3091 
RAW RMSE 857 : 1595.349 

nnet 857 : 463.8316 
nnet mean 857 : 361.9785 
nnet RMSE 857 : 666.285 

forest 857 : -2085.439 
forest mean 857 : -841.8867 
forest RMSE 857 : 2197.100 

boosting 857 : -587.8748 
boosting mean 857 : 1027.625 
boosting RMSE 857 : 2510.602 

S: 858 
raw[ 858 ]: -1579.967 
RAW bias 858 : -490.5803 
RAW RMSE 858 : 1595.331 

nnet 858 : -19.90975 
nnet mean 858 : 361.5334 
nnet RMSE 858 : 665.8969 

forest 858 : -4151.105 
forest mean 858 : -845.7436 
forest RMSE 858 : 2200.388 

boosting 858 : 1930.156 
boosting mean 858 : 1028.677 
boosting RMSE 858 : 2510.003 

S: 859 
raw[ 859 ]: 237.6002 
RAW bias 859 : -489.7326 
RAW RMSE 859 : 1594.422 

nnet 859 : 445.9986 
nnet mean 859 : 361.6317 
nnet RMSE 859 : 665.6831 

forest 859 : 769.2272 
forest mean 859 : -843.8635 
forest RMSE 859 : 2199.264 

boosting 859 : 2868.828 
boosting mean 859 : 1030.819 
boosting RMSE 859 : 2510.451 

S: 860 
raw[ 860 ]: 1204.730 
RAW bias 860 : -487.7622 
RAW RMSE 860 : 1594.025 

nnet 860 : 945.4553 
nnet mean 860 : 362.3106 
nnet RMSE 860 : 666.0767 

forest 860 : 2140.847 
forest mean 860 : -840.393 
forest RMSE 860 : 2199.197 

boosting 860 : 2411.117 
boosting mean 860 : 1032.424 
boosting RMSE 860 : 2510.338 

S: 861 
raw[ 861 ]: 340.5583 
RAW bias 861 : -486.8002 
RAW RMSE 861 : 1593.141 

nnet 861 : 407.6481 
nnet mean 861 : 362.3632 
nnet RMSE 861 : 665.8347 

forest 861 : -3.623764 
forest mean 861 : -839.421 
forest RMSE 861 : 2197.919 

boosting 861 : 2776.765 
boosting mean 861 : 1034.45 
boosting RMSE 861 : 2510.663 

S: 862 
raw[ 862 ]: -125.2650 
RAW bias 862 : -486.3808 
RAW RMSE 862 : 1592.222 

nnet 862 : 719.3617 
nnet mean 862 : 362.7774 
nnet RMSE 862 : 665.8993 

forest 862 : -119.6803 
forest mean 862 : -838.5861 
forest RMSE 862 : 2196.648 

boosting 862 : 2718.585 
boosting mean 862 : 1036.404 
boosting RMSE 862 : 2510.915 

S: 863 
raw[ 863 ]: 2082.621 
RAW bias 863 : -483.404 
RAW RMSE 863 : 1592.878 

nnet 863 : 1153.003 
nnet mean 863 : 363.6931 
nnet RMSE 863 : 666.6697 

forest 863 : 635.4503 
forest mean 863 : -836.878 
forest RMSE 863 : 2195.481 

boosting 863 : -2003.577 
boosting mean 863 : 1032.881 
boosting RMSE 863 : 2510.386 

S: 864 
raw[ 864 ]: -3245.097 
RAW bias 864 : -486.6004 
RAW RMSE 864 : 1595.779 

nnet 864 : -531.439 
nnet mean 864 : 362.657 
nnet RMSE 864 : 666.5291 

forest 864 : -3458.194 
forest mean 864 : -839.912 
forest RMSE 864 : 2197.362 

boosting 864 : 1325.294 
boosting mean 864 : 1033.220 
boosting RMSE 864 : 2509.338 

S: 865 
raw[ 865 ]: -1601.206 
RAW bias 865 : -487.8889 
RAW RMSE 865 : 1595.786 

nnet 865 : 456.3885 
nnet mean 865 : 362.7654 
nnet RMSE 865 : 666.3244 

forest 865 : -86.99392 
forest mean 865 : -839.0416 
forest RMSE 865 : 2196.093 

boosting 865 : 3784.92 
boosting mean 865 : 1036.401 
boosting RMSE 865 : 2511.187 

S: 866 
raw[ 866 ]: -235.7535 
RAW bias 866 : -487.5978 
RAW RMSE 866 : 1594.884 

nnet 866 : 42.38994 
nnet mean 866 : 362.3954 
nnet RMSE 866 : 665.9411 

forest 866 : -380.4941 
forest mean 866 : -838.512 
forest RMSE 866 : 2194.863 

boosting 866 : 2341.694 
boosting mean 866 : 1037.908 
boosting RMSE 866 : 2510.998 

S: 867 
raw[ 867 ]: 154.0913 
RAW bias 867 : -486.8577 
RAW RMSE 867 : 1593.973 

nnet 867 : -240.7892 
nnet mean 867 : 361.6997 
nnet RMSE 867 : 665.6072 

forest 867 : -1308.028 
forest mean 867 : -839.0536 
forest RMSE 867 : 2194.047 

boosting 867 : 1224.401 
boosting mean 867 : 1038.123 
boosting RMSE 867 : 2509.894 

S: 868 
raw[ 868 ]: -1915.929 
RAW bias 868 : -488.504 
RAW RMSE 868 : 1594.381 

nnet 868 : 188.4726 
nnet mean 868 : 361.5002 
nnet RMSE 868 : 665.2545 

forest 868 : -756.7714 
forest mean 868 : -838.9588 
forest RMSE 868 : 2192.933 

boosting 868 : 1502.171 
boosting mean 868 : 1038.658 
boosting RMSE 868 : 2508.966 

S: 869 
raw[ 869 ]: -1872.905 
RAW bias 869 : -490.0971 
RAW RMSE 869 : 1594.730 

nnet 869 : 255.7313 
nnet mean 869 : 361.3784 
nnet RMSE 869 : 664.9282 

forest 869 : -1195.457 
forest mean 869 : -839.369 
forest RMSE 869 : 2192.046 

boosting 869 : 2709.633 
boosting mean 869 : 1040.581 
boosting RMSE 869 : 2509.206 

S: 870 
raw[ 870 ]: 2248.479 
RAW bias 870 : -486.9494 
RAW RMSE 870 : 1595.635 

nnet 870 : 1482.128 
nnet mean 870 : 362.6667 
nnet RMSE 870 : 666.443 

forest 870 : 322.7868 
forest mean 870 : -838.0332 
forest RMSE 870 : 2190.813 

boosting 870 : 2860.558 
boosting mean 870 : 1042.673 
boosting RMSE 870 : 2509.638 

S: 871 
raw[ 871 ]: -478.8344 
RAW bias 871 : -486.94 
RAW RMSE 871 : 1594.801 

nnet 871 : -736.4621 
nnet mean 871 : 361.4047 
nnet RMSE 871 : 666.5276 

forest 871 : -2055.45 
forest mean 871 : -839.431 
forest RMSE 871 : 2190.663 

boosting 871 : 1228.306 
boosting mean 871 : 1042.886 
boosting RMSE 871 : 2508.542 

S: 872 
raw[ 872 ]: -389.2030 
RAW bias 872 : -486.828 
RAW RMSE 872 : 1593.941 

nnet 872 : 627.5413 
nnet mean 872 : 361.7099 
nnet RMSE 872 : 666.4842 

forest 872 : 1378.733 
forest mean 872 : -836.8872 
forest RMSE 872 : 2189.904 

boosting 872 : 3409.034 
boosting mean 872 : 1045.599 
boosting RMSE 872 : 2509.760 

S: 873 
raw[ 873 ]: 912.1303 
RAW bias 873 : -485.2255 
RAW RMSE 873 : 1593.327 

nnet 873 : 309.6719 
nnet mean 873 : 361.6503 
nnet RMSE 873 : 666.1848 

forest 873 : 2055.364 
forest mean 873 : -833.5742 
forest RMSE 873 : 2189.755 

boosting 873 : -5053.622 
boosting mean 873 : 1038.613 
boosting RMSE 873 : 2514.147 

S: 874 
raw[ 874 ]: -400.5524 
RAW bias 874 : -485.1286 
RAW RMSE 874 : 1592.473 

nnet 874 : 122.4598 
nnet mean 874 : 361.3767 
nnet RMSE 874 : 665.8165 

forest 874 : 2074.716 
forest mean 874 : -830.2466 
forest RMSE 874 : 2189.626 

boosting 874 : 1916.365 
boosting mean 874 : 1039.617 
boosting RMSE 874 : 2513.544 

S: 875 
raw[ 875 ]: 750.0814 
RAW bias 875 : -483.7169 
RAW RMSE 875 : 1591.764 

nnet 875 : 728.4095 
nnet mean 875 : 361.7961 
nnet RMSE 875 : 665.8913 

forest 875 : 2874.100 
forest mean 875 : -826.0131 
forest RMSE 875 : 2190.531 

boosting 875 : 1350.819 
boosting mean 875 : 1039.973 
boosting RMSE 875 : 2512.522 

S: 876 
raw[ 876 ]: 546.0994 
RAW bias 876 : -482.5413 
RAW RMSE 876 : 1590.963 

nnet 876 : 499.3021 
nnet mean 876 : 361.9531 
nnet RMSE 876 : 665.725 

forest 876 : -580.5848 
forest mean 876 : -825.733 
forest RMSE 876 : 2189.368 

boosting 876 : 3284.898 
boosting mean 876 : 1042.535 
boosting RMSE 876 : 2513.539 

S: 877 
raw[ 877 ]: -2149.701 
RAW bias 877 : -484.4423 
RAW RMSE 877 : 1591.711 

nnet 877 : -473.8857 
nnet mean 877 : 361 
nnet RMSE 877 : 665.5377 

forest 877 : -252.7040 
forest mean 877 : -825.0795 
forest RMSE 877 : 2188.136 

boosting 877 : 2567.128 
boosting mean 877 : 1044.274 
boosting RMSE 877 : 2513.601 

S: 878 
raw[ 878 ]: 1068.533 
RAW bias 878 : -482.6736 
RAW RMSE 878 : 1591.213 

nnet 878 : 241.1957 
nnet mean 878 : 360.8636 
nnet RMSE 878 : 665.2084 

forest 878 : 770.8034 
forest mean 878 : -823.2619 
forest RMSE 878 : 2187.044 

boosting 878 : 3788.278 
boosting mean 878 : 1047.399 
boosting RMSE 878 : 2515.42 

S: 879 
raw[ 879 ]: -296.2011 
RAW bias 879 : -482.4614 
RAW RMSE 879 : 1590.339 

nnet 879 : 402.9345 
nnet mean 879 : 360.9114 
nnet RMSE 879 : 664.9688 

forest 879 : 775.6807 
forest mean 879 : -821.4428 
forest RMSE 879 : 2185.956 

boosting 879 : -1385.416 
boosting mean 879 : 1044.631 
boosting RMSE 879 : 2514.423 

S: 880 
raw[ 880 ]: -1297.197 
RAW bias 880 : -483.3873 
RAW RMSE 880 : 1590.037 

nnet 880 : 272.0018 
nnet mean 880 : 360.8104 
nnet RMSE 880 : 664.6541 

forest 880 : -3607.008 
forest mean 880 : -824.6083 
forest RMSE 880 : 2188.095 

boosting 880 : 2485.754 
boosting mean 880 : 1046.269 
boosting RMSE 880 : 2514.391 

S: 881 
raw[ 881 ]: -3042.791 
RAW bias 881 : -486.2924 
RAW RMSE 881 : 1592.437 

nnet 881 : -260.2992 
nnet mean 881 : 360.1054 
nnet RMSE 881 : 664.3347 

forest 881 : -2009.616 
forest mean 881 : -825.9533 
forest RMSE 881 : 2187.901 

boosting 881 : 1670.514 
boosting mean 881 : 1046.977 
boosting RMSE 881 : 2513.594 

S: 882 
raw[ 882 ]: -217.6942 
RAW bias 882 : -485.9878 
RAW RMSE 882 : 1591.551 

nnet 882 : 1049.576 
nnet mean 882 : 360.8871 
nnet RMSE 882 : 664.8978 

forest 882 : 1426.772 
forest mean 882 : -823.3992 
forest RMSE 882 : 2187.188 

boosting 882 : 2231.88 
boosting mean 882 : 1048.321 
boosting RMSE 882 : 2513.292 

S: 883 
raw[ 883 ]: 3775.496 
RAW bias 883 : -481.1617 
RAW RMSE 883 : 1595.716 

nnet 883 : 499.6697 
nnet mean 883 : 361.0443 
nnet RMSE 883 : 664.734 

forest 883 : 3307.177 
forest mean 883 : -818.7213 
forest RMSE 883 : 2188.780 

boosting 883 : -7336.864 
boosting mean 883 : 1038.825 
boosting RMSE 883 : 2523.974 

S: 884 
raw[ 884 ]: 1035.003 
RAW bias 884 : -479.4466 
RAW RMSE 884 : 1595.193 

nnet 884 : 40.53505 
nnet mean 884 : 360.6817 
nnet RMSE 884 : 664.3593 

forest 884 : 150.5582 
forest mean 884 : -817.6249 
forest RMSE 884 : 2187.548 

boosting 884 : 2085.598 
boosting mean 884 : 1040.009 
boosting RMSE 884 : 2523.521 

S: 885 
raw[ 885 ]: -882.5354 
RAW bias 885 : -479.902 
RAW RMSE 885 : 1594.568 

nnet 885 : -326.9892 
nnet mean 885 : 359.9047 
nnet RMSE 885 : 664.0748 

forest 885 : -87.74863 
forest mean 885 : -816.8001 
forest RMSE 885 : 2186.314 

boosting 885 : -3762.287 
boosting mean 885 : 1034.582 
boosting RMSE 885 : 2525.264 

S: 886 
raw[ 886 ]: 1559.919 
RAW bias 886 : -477.5998 
RAW RMSE 886 : 1594.529 

nnet 886 : 784.359 
nnet mean 886 : 360.3838 
nnet RMSE 886 : 664.2228 

forest 886 : 1692.239 
forest mean 886 : -813.9683 
forest RMSE 886 : 2185.819 

boosting 886 : -382.3838 
boosting mean 886 : 1032.983 
boosting RMSE 886 : 2523.871 

S: 887 
raw[ 887 ]: -2533.071 
RAW bias 887 : -479.9171 
RAW RMSE 887 : 1595.898 

nnet 887 : -69.55204 
nnet mean 887 : 359.8991 
nnet RMSE 887 : 663.8524 

forest 887 : -1578.343 
forest mean 887 : -814.83 
forest RMSE 887 : 2185.229 

boosting 887 : 2007.609 
boosting mean 887 : 1034.082 
boosting RMSE 887 : 2523.349 

S: 888 
raw[ 888 ]: -1566.320 
RAW bias 888 : -481.1405 
RAW RMSE 888 : 1595.865 

nnet 888 : -308.0732 
nnet mean 888 : 359.1468 
nnet RMSE 888 : 663.559 

forest 888 : -1451.139 
forest mean 888 : -815.5466 
forest RMSE 888 : 2184.541 

boosting 888 : 1021.413 
boosting mean 888 : 1034.068 
boosting RMSE 888 : 2522.160 

S: 889 
raw[ 889 ]: 2620.305 
RAW bias 889 : -477.6518 
RAW RMSE 889 : 1597.386 

nnet 889 : 579.8561 
nnet mean 889 : 359.3951 
nnet RMSE 889 : 663.4708 

forest 889 : 2295.792 
forest mean 889 : -812.0468 
forest RMSE 889 : 2184.670 

boosting 889 : -2016.717 
boosting mean 889 : 1030.636 
boosting RMSE 889 : 2521.649 

S: 890 
raw[ 890 ]: -1181.39 
RAW bias 890 : -478.4425 
RAW RMSE 890 : 1596.980 

nnet 890 : -741.8556 
nnet mean 890 : 358.1577 
nnet RMSE 890 : 663.5641 

forest 890 : 1438.11 
forest mean 890 : -809.5185 
forest RMSE 890 : 2183.974 

boosting 890 : 2082.858 
boosting mean 890 : 1031.818 
boosting RMSE 890 : 2521.199 

S: 891 
raw[ 891 ]: 645.2122 
RAW bias 891 : -477.1814 
RAW RMSE 891 : 1596.230 

nnet 891 : 1532.503 
nnet mean 891 : 359.4757 
nnet RMSE 891 : 665.1759 

forest 891 : 2572.372 
forest mean 891 : -805.7229 
forest RMSE 891 : 2184.449 

boosting 891 : 1125.999 
boosting mean 891 : 1031.924 
boosting RMSE 891 : 2520.066 

S: 892 
raw[ 892 ]: 511.9874 
RAW bias 892 : -476.0725 
RAW RMSE 892 : 1595.427 

nnet 892 : 1173.312 
nnet mean 892 : 360.3881 
nnet RMSE 892 : 665.9627 

forest 892 : -298.2545 
forest mean 892 : -805.154 
forest RMSE 892 : 2183.247 

boosting 892 : 1242.366 
boosting mean 892 : 1032.160 
boosting RMSE 892 : 2518.996 

S: 893 
raw[ 893 ]: 166.1132 
RAW bias 893 : -475.3534 
RAW RMSE 893 : 1594.543 

nnet 893 : 703.2726 
nnet mean 893 : 360.7721 
nnet RMSE 893 : 666.0057 

forest 893 : -5964.283 
forest mean 893 : -810.9313 
forest RMSE 893 : 2191.133 

boosting 893 : 1147.756 
boosting mean 893 : 1032.289 
boosting RMSE 893 : 2517.878 

S: 894 
raw[ 894 ]: -895.6197 
RAW bias 894 : -475.8235 
RAW RMSE 894 : 1593.932 

nnet 894 : 213.3267 
nnet mean 894 : 360.6072 
nnet RMSE 894 : 665.6713 

forest 894 : 13.84568 
forest mean 894 : -810.0087 
forest RMSE 894 : 2189.907 

boosting 894 : 1440.506 
boosting mean 894 : 1032.746 
boosting RMSE 894 : 2516.931 

S: 895 
raw[ 895 ]: -962.4492 
RAW bias 895 : -476.3672 
RAW RMSE 895 : 1593.366 

nnet 895 : 443.3402 
nnet mean 895 : 360.6996 
nnet RMSE 895 : 665.4643 

forest 895 : -974.449 
forest mean 895 : -810.1924 
forest RMSE 895 : 2188.926 

boosting 895 : 1766.82 
boosting mean 895 : 1033.566 
boosting RMSE 895 : 2516.218 

S: 896 
raw[ 896 ]: 404.0325 
RAW bias 896 : -475.3846 
RAW RMSE 896 : 1592.534 

nnet 896 : 90.74267 
nnet mean 896 : 360.3983 
nnet RMSE 896 : 665.0998 

forest 896 : -307.1090 
forest mean 896 : -809.631 
forest RMSE 896 : 2187.728 

boosting 896 : 2887.528 
boosting mean 896 : 1035.635 
boosting RMSE 896 : 2516.662 

S: 897 
raw[ 897 ]: -1039.484 
RAW bias 897 : -476.0135 
RAW RMSE 897 : 1592.025 

nnet 897 : 337.6151 
nnet mean 897 : 360.3729 
nnet RMSE 897 : 664.8245 

forest 897 : -159.5116 
forest mean 897 : -808.9062 
forest RMSE 897 : 2186.515 

boosting 897 : 1617.834 
boosting mean 897 : 1036.284 
boosting RMSE 897 : 2515.839 

S: 898 
raw[ 898 ]: 2303.133 
RAW bias 898 : -472.9186 
RAW RMSE 898 : 1592.993 

nnet 898 : 615.913 
nnet mean 898 : 360.6575 
nnet RMSE 898 : 664.772 

forest 898 : 1424.464 
forest mean 898 : -806.4191 
forest RMSE 898 : 2185.814 

boosting 898 : -533.5727 
boosting mean 898 : 1034.536 
boosting RMSE 898 : 2514.501 

S: 899 
raw[ 899 ]: -1209.742 
RAW bias 899 : -473.7382 
RAW RMSE 899 : 1592.618 

nnet 899 : 223.8365 
nnet mean 899 : 360.5053 
nnet RMSE 899 : 664.4442 

forest 899 : -744.092 
forest mean 899 : -806.3498 
forest RMSE 899 : 2184.739 

boosting 899 : 3106.824 
boosting mean 899 : 1036.841 
boosting RMSE 899 : 2515.237 

S: 900 
raw[ 900 ]: 1451.806 
RAW bias 900 : -471.5988 
RAW RMSE 900 : 1592.468 

nnet 900 : 976.9335 
nnet mean 900 : 361.1902 
nnet RMSE 900 : 664.8729 

forest 900 : -963.6767 
forest mean 900 : -806.5246 
forest RMSE 900 : 2183.761 

boosting 900 : -3540.288 
boosting mean 900 : 1031.756 
boosting RMSE 900 : 2516.608 


S: 901 
raw[ 901 ]: -1484.764 
RAW bias 901 : -472.7232 
RAW RMSE 901 : 1592.353 

nnet 901 : 96.34838 
nnet mean 901 : 360.8963 
nnet RMSE 901 : 664.5116 

forest 901 : -3737.079 
forest mean 901 : -809.7772 
forest RMSE 901 : 2186.097 

boosting 901 : 2660.764 
boosting mean 901 : 1033.564 
boosting RMSE 901 : 2516.773 

S: 902 
raw[ 902 ]: -892.9663 
RAW bias 902 : -473.1891 
RAW RMSE 902 : 1591.748 

nnet 902 : 154.7126 
nnet mean 902 : 360.6677 
nnet RMSE 902 : 664.1631 

forest 902 : 247.6984 
forest mean 902 : -808.6048 
forest RMSE 902 : 2184.9 

boosting 902 : 410.8785 
boosting mean 902 : 1032.873 
boosting RMSE 902 : 2515.414 

S: 903 
raw[ 903 ]: -2192.336 
RAW bias 903 : -475.093 
RAW RMSE 903 : 1592.538 

nnet 903 : 645.0505 
nnet mean 903 : 360.9826 
nnet RMSE 903 : 664.1422 

forest 903 : -5704.362 
forest mean 903 : -814.0265 
forest RMSE 903 : 2191.925 

boosting 903 : 1948.464 
boosting mean 903 : 1033.887 
boosting RMSE 903 : 2514.857 

S: 904 
raw[ 904 ]: -2419.954 
RAW bias 904 : -477.2444 
RAW RMSE 904 : 1593.691 

nnet 904 : 108.5685 
nnet mean 904 : 360.7034 
nnet RMSE 904 : 663.7846 

forest 904 : -1868.912 
forest mean 904 : -815.1934 
forest RMSE 904 : 2191.594 

boosting 904 : 2620.076 
boosting mean 904 : 1035.642 
boosting RMSE 904 : 2514.976 

S: 905 
raw[ 905 ]: -2539.41 
RAW bias 905 : -479.523 
RAW RMSE 905 : 1595.045 

nnet 905 : 838.5426 
nnet mean 905 : 361.2314 
nnet RMSE 905 : 664.0031 

forest 905 : -3068.933 
forest mean 905 : -817.6837 
forest RMSE 905 : 2192.758 

boosting 905 : 2189.472 
boosting mean 905 : 1036.917 
boosting RMSE 905 : 2514.640 

S: 906 
raw[ 906 ]: -2536.907 
RAW bias 906 : -481.7938 
RAW RMSE 906 : 1596.391 

nnet 906 : 570.5878 
nnet mean 906 : 361.4625 
nnet RMSE 906 : 663.9072 

forest 906 : -2043.709 
forest mean 906 : -819.037 
forest RMSE 906 : 2192.599 

boosting 906 : 2359.465 
boosting mean 906 : 1038.377 
boosting RMSE 906 : 2514.474 

S: 907 
raw[ 907 ]: -562.8264 
RAW bias 907 : -481.8832 
RAW RMSE 907 : 1595.620 

nnet 907 : -155.3474 
nnet mean 907 : 360.8927 
nnet RMSE 907 : 663.5612 

forest 907 : -735.6675 
forest mean 907 : -818.945 
forest RMSE 907 : 2191.526 

boosting 907 : 2126.105 
boosting mean 907 : 1039.576 
boosting RMSE 907 : 2514.078 

S: 908 
raw[ 908 ]: 440.0807 
RAW bias 908 : -480.8678 
RAW RMSE 908 : 1594.808 

nnet 908 : 1528.788 
nnet mean 908 : 362.1789 
nnet RMSE 908 : 665.1335 

forest 908 : -1187.871 
forest mean 908 : -819.3513 
forest RMSE 908 : 2190.673 

boosting 908 : -96.71167 
boosting mean 908 : 1038.324 
boosting RMSE 908 : 2512.696 

S: 909 
raw[ 909 ]: -1648.896 
RAW bias 909 : -482.1528 
RAW RMSE 909 : 1594.869 

nnet 909 : 24.46609 
nnet mean 909 : 361.8074 
nnet RMSE 909 : 664.768 

forest 909 : -540.4858 
forest mean 909 : -819.0445 
forest RMSE 909 : 2189.541 

boosting 909 : 2538.896 
boosting mean 909 : 1039.975 
boosting RMSE 909 : 2512.725 

S: 910 
raw[ 910 ]: -2486.464 
RAW bias 910 : -484.3553 
RAW RMSE 910 : 1596.122 

nnet 910 : 304.0120 
nnet mean 910 : 361.7439 
nnet RMSE 910 : 664.4791 

forest 910 : -4335.997 
forest mean 910 : -822.9093 
forest RMSE 910 : 2193.054 

boosting 910 : 2468.648 
boosting mean 910 : 1041.545 
boosting RMSE 910 : 2512.677 

S: 911 
raw[ 911 ]: -2107.902 
RAW bias 911 : -486.1375 
RAW RMSE 911 : 1596.774 

nnet 911 : -723.383 
nnet mean 911 : 360.5527 
nnet RMSE 911 : 664.5466 

forest 911 : -2803.327 
forest mean 911 : -825.0832 
forest RMSE 911 : 2193.817 

boosting 911 : 611.0053 
boosting mean 911 : 1041.073 
boosting RMSE 911 : 2511.379 

S: 912 
raw[ 912 ]: 188.1312 
RAW bias 912 : -485.3981 
RAW RMSE 912 : 1595.910 

nnet 912 : 766.4434 
nnet mean 912 : 360.9978 
nnet RMSE 912 : 664.6669 

forest 912 : -1801.710 
forest mean 912 : -826.154 
forest RMSE 912 : 2193.425 

boosting 912 : 2971.322 
boosting mean 912 : 1043.189 
boosting RMSE 912 : 2511.929 

S: 913 
raw[ 913 ]: -3465.633 
RAW bias 913 : -488.6623 
RAW RMSE 913 : 1599.154 

nnet 913 : -921.367 
nnet mean 913 : 359.5932 
nnet RMSE 913 : 665.0023 

forest 913 : -5930.757 
forest mean 913 : -831.7451 
forest RMSE 913 : 2200.993 

boosting 913 : 1.926113 
boosting mean 913 : 1042.049 
boosting RMSE 913 : 2510.553 

S: 914 
raw[ 914 ]: 2883.216 
RAW bias 914 : -484.9732 
RAW RMSE 914 : 1601.122 

nnet 914 : 111.4673 
nnet mean 914 : 359.3217 
nnet RMSE 914 : 664.6486 

forest 914 : 3280.629 
forest mean 914 : -827.2458 
forest RMSE 914 : 2202.463 

boosting 914 : -2217.086 
boosting mean 914 : 1038.483 
boosting RMSE 914 : 2510.251 

S: 915 
raw[ 915 ]: -1617.553 
RAW bias 915 : -486.211 
RAW RMSE 915 : 1601.140 

nnet 915 : -278.7635 
nnet mean 915 : 358.6244 
nnet RMSE 915 : 664.3492 

forest 915 : 903.6225 
forest mean 915 : -825.3541 
forest RMSE 915 : 2201.462 

boosting 915 : 3332.061 
boosting mean 915 : 1040.989 
boosting RMSE 915 : 2511.296 

S: 916 
raw[ 916 ]: -2214.784 
RAW bias 916 : -488.0981 
RAW RMSE 916 : 1601.938 

nnet 916 : -161.0472 
nnet mean 916 : 358.0571 
nnet RMSE 916 : 664.0078 

forest 916 : -5362.375 
forest mean 916 : -830.3072 
forest RMSE 916 : 2207.382 

boosting 916 : 56.825 
boosting mean 916 : 1039.915 
boosting RMSE 916 : 2509.925 

S: 917 
raw[ 917 ]: -1115.621 
RAW bias 917 : -488.7824 
RAW RMSE 917 : 1601.488 

nnet 917 : -267.9556 
nnet mean 917 : 357.3744 
nnet RMSE 917 : 663.7046 

forest 917 : -1653.286 
forest mean 917 : -831.2047 
forest RMSE 917 : 2206.854 

boosting 917 : 1259.809 
boosting mean 917 : 1040.155 
boosting RMSE 917 : 2508.901 

S: 918 
raw[ 918 ]: 135.0274 
RAW bias 918 : -488.1029 
RAW RMSE 918 : 1600.622 

nnet 918 : -187.2444 
nnet mean 918 : 356.7811 
nnet RMSE 918 : 663.3718 

forest 918 : 974.83 
forest mean 918 : -829.2373 
forest RMSE 918 : 2205.886 

boosting 918 : -1816.500 
boosting mean 918 : 1037.043 
boosting RMSE 918 : 2508.251 

S: 919 
raw[ 919 ]: -401.2326 
RAW bias 919 : -488.0083 
RAW RMSE 919 : 1599.806 

nnet 919 : 1277.11 
nnet mean 919 : 357.7826 
nnet RMSE 919 : 664.3479 

forest 919 : -571.242 
forest mean 919 : -828.9566 
forest RMSE 919 : 2204.766 

boosting 919 : 3552.874 
boosting mean 919 : 1039.781 
boosting RMSE 919 : 2509.624 

S: 920 
raw[ 920 ]: 2497.478 
RAW bias 920 : -484.7633 
RAW RMSE 920 : 1601.055 

nnet 920 : 735.7726 
nnet mean 920 : 358.1934 
nnet RMSE 920 : 664.4297 

forest 920 : 3259.325 
forest mean 920 : -824.5128 
forest RMSE 920 : 2206.186 

boosting 920 : -5165.007 
boosting mean 920 : 1033.036 
boosting RMSE 920 : 2514.034 

S: 921 
raw[ 921 ]: -573.3097 
RAW bias 921 : -484.8594 
RAW RMSE 921 : 1600.297 

nnet 921 : 158.8228 
nnet mean 921 : 357.9769 
nnet RMSE 921 : 664.0895 

forest 921 : -380.0426 
forest mean 921 : -824.0302 
forest RMSE 921 : 2205.024 

boosting 921 : 2168.572 
boosting mean 921 : 1034.269 
boosting RMSE 921 : 2513.684 

S: 922 
raw[ 922 ]: -1953.626 
RAW bias 922 : -486.4524 
RAW RMSE 922 : 1600.722 

nnet 922 : 734.6359 
nnet mean 922 : 358.3855 
nnet RMSE 922 : 664.1701 

forest 922 : -5124.641 
forest mean 922 : -828.6946 
forest RMSE 922 : 2210.280 

boosting 922 : 1211.134 
boosting mean 922 : 1034.461 
boosting RMSE 922 : 2512.637 

S: 923 
raw[ 923 ]: 3089.602 
RAW bias 923 : -482.578 
RAW RMSE 923 : 1603.084 

nnet 923 : 689.3458 
nnet mean 923 : 358.7440 
nnet RMSE 923 : 664.1979 

forest 923 : 1290.309 
forest mean 923 : -826.3989 
forest RMSE 923 : 2209.491 

boosting 923 : -337.2016 
boosting mean 923 : 1032.975 
boosting RMSE 923 : 2511.300 

S: 924 
raw[ 924 ]: -2758.29 
RAW bias 924 : -485.0409 
RAW RMSE 924 : 1604.784 

nnet 924 : -151.1231 
nnet mean 924 : 358.1922 
nnet RMSE 924 : 663.857 

forest 924 : -1059.733 
forest mean 924 : -826.6514 
forest RMSE 924 : 2208.57 

boosting 924 : 1642.441 
boosting mean 924 : 1033.634 
boosting RMSE 924 : 2510.523 

S: 925 
raw[ 925 ]: 1825.048 
RAW bias 925 : -482.5435 
RAW RMSE 925 : 1605.038 

nnet 925 : 1565.326 
nnet mean 925 : 359.4972 
nnet RMSE 925 : 665.4912 

forest 925 : 1383.898 
forest mean 925 : -824.2616 
forest RMSE 925 : 2207.845 

boosting 925 : 724.2281 
boosting mean 925 : 1033.3 
boosting RMSE 925 : 2509.278 

S: 926 
raw[ 926 ]: 1219.120 
RAW bias 926 : -480.7059 
RAW RMSE 926 : 1604.671 

nnet 926 : 1504.083 
nnet mean 926 : 360.7333 
nnet RMSE 926 : 666.9658 

forest 926 : 1973.363 
forest mean 926 : -821.2404 
forest RMSE 926 : 2207.605 

boosting 926 : 782.1054 
boosting mean 926 : 1033.029 
boosting RMSE 926 : 2508.055 

S: 927 
raw[ 927 ]: -4429.998 
RAW bias 927 : -484.9662 
RAW RMSE 927 : 1610.392 

nnet 927 : -880.6816 
nnet mean 927 : 359.3941 
nnet RMSE 927 : 667.2332 

forest 927 : -2569.247 
forest mean 927 : -823.126 
forest RMSE 927 : 2208.027 

boosting 927 : 1043.390 
boosting mean 927 : 1033.040 
boosting RMSE 927 : 2506.936 

S: 928 
raw[ 928 ]: 888.6023 
RAW bias 928 : -483.486 
RAW RMSE 928 : 1609.788 

nnet 928 : 965.1982 
nnet mean 928 : 360.0469 
nnet RMSE 928 : 667.6259 

forest 928 : 1524.25 
forest mean 928 : -820.5966 
forest RMSE 928 : 2207.404 

boosting 928 : 2941.952 
boosting mean 928 : 1035.097 
boosting RMSE 928 : 2507.445 

S: 929 
raw[ 929 ]: 2396.579 
RAW bias 929 : -480.3859 
RAW RMSE 929 : 1610.842 

nnet 929 : 1021.822 
nnet mean 929 : 360.7593 
nnet RMSE 929 : 668.1081 

forest 929 : 3615.307 
forest mean 929 : -815.8216 
forest RMSE 929 : 2209.402 

boosting 929 : 3154.031 
boosting mean 929 : 1037.378 
boosting RMSE 929 : 2508.231 

S: 930 
raw[ 930 ]: 428.3421 
RAW bias 930 : -479.4087 
RAW RMSE 930 : 1610.037 

nnet 930 : 849.1148 
nnet mean 930 : 361.2844 
nnet RMSE 930 : 668.329 

forest 930 : 1989.965 
forest mean 930 : -812.8047 
forest RMSE 930 : 2209.178 

boosting 930 : 484.587 
boosting mean 930 : 1036.783 
boosting RMSE 930 : 2506.932 

S: 931 
raw[ 931 ]: -807.033 
RAW bias 931 : -479.7606 
RAW RMSE 931 : 1609.389 

nnet 931 : 442.0141 
nnet mean 931 : 361.3711 
nnet RMSE 931 : 668.1271 

forest 931 : -3463.154 
forest mean 931 : -815.6514 
forest RMSE 931 : 2210.907 

boosting 931 : 1615.268 
boosting mean 931 : 1037.405 
boosting RMSE 931 : 2506.145 

S: 932 
raw[ 932 ]: 1235.293 
RAW bias 932 : -477.9205 
RAW RMSE 932 : 1609.035 

nnet 932 : -97.07038 
nnet mean 932 : 360.8792 
nnet RMSE 932 : 667.7761 

forest 932 : -2519.070 
forest mean 932 : -817.4792 
forest RMSE 932 : 2211.26 

boosting 932 : -513.9023 
boosting mean 932 : 1035.740 
boosting RMSE 932 : 2504.856 

S: 933 
raw[ 933 ]: -330.1898 
RAW bias 933 : -477.7621 
RAW RMSE 933 : 1608.209 

nnet 933 : 1058.514 
nnet mean 933 : 361.6270 
nnet RMSE 933 : 668.3172 

forest 933 : 82.1332 
forest mean 933 : -816.515 
forest RMSE 933 : 2210.076 

boosting 933 : 461.1824 
boosting mean 933 : 1035.124 
boosting RMSE 933 : 2503.559 

S: 934 
raw[ 934 ]: 2092.679 
RAW bias 934 : -475.01 
RAW RMSE 934 : 1608.805 

nnet 934 : 896.1338 
nnet mean 934 : 362.1992 
nnet RMSE 934 : 668.6026 

forest 934 : 1910.518 
forest mean 934 : -813.5952 
forest RMSE 934 : 2209.777 

boosting 934 : 3120.088 
boosting mean 934 : 1037.357 
boosting RMSE 934 : 2504.300 

S: 935 
raw[ 935 ]: -200.0261 
RAW bias 935 : -474.7159 
RAW RMSE 935 : 1607.958 

nnet 935 : 308.8391 
nnet mean 935 : 362.1422 
nnet RMSE 935 : 668.3213 

forest 935 : -1307.915 
forest mean 935 : -814.1239 
forest RMSE 935 : 2209.010 

boosting 935 : -1639.411 
boosting mean 935 : 1034.494 
boosting RMSE 935 : 2503.535 

S: 936 
raw[ 936 ]: -817.816 
RAW bias 936 : -475.0825 
RAW RMSE 936 : 1607.321 

nnet 936 : 936.0196 
nnet mean 936 : 362.7553 
nnet RMSE 936 : 668.6645 

forest 936 : -2123.966 
forest mean 936 : -815.5233 
forest RMSE 936 : 2208.920 

boosting 936 : 297.5095 
boosting mean 936 : 1033.706 
boosting RMSE 936 : 2502.216 

S: 937 
raw[ 937 ]: -1989.780 
RAW bias 937 : -476.699 
RAW RMSE 937 : 1607.778 

nnet 937 : -28.59247 
nnet mean 937 : 362.3376 
nnet RMSE 937 : 668.3083 

forest 937 : -1968.726 
forest mean 937 : -816.754 
forest RMSE 937 : 2208.678 

boosting 937 : 2167.942 
boosting mean 937 : 1034.917 
boosting RMSE 937 : 2501.883 

S: 938 
raw[ 938 ]: -1450.542 
RAW bias 938 : -477.7372 
RAW RMSE 938 : 1607.618 

nnet 938 : 1008.377 
nnet mean 938 : 363.0264 
nnet RMSE 938 : 668.7629 

forest 938 : -1515.809 
forest mean 938 : -817.4993 
forest RMSE 938 : 2208.055 

boosting 938 : 2876.925 
boosting mean 938 : 1036.881 
boosting RMSE 938 : 2502.313 

S: 939 
raw[ 939 ]: 219.4625 
RAW bias 939 : -476.9948 
RAW RMSE 939 : 1606.778 

nnet 939 : -795.1605 
nnet mean 939 : 361.7929 
nnet RMSE 939 : 668.9102 

forest 939 : -854.6434 
forest mean 939 : -817.5388 
forest RMSE 939 : 2207.055 

boosting 939 : -158.2259 
boosting mean 939 : 1035.608 
boosting RMSE 939 : 2500.986 

S: 940 
raw[ 940 ]: -430.1398 
RAW bias 940 : -476.9449 
RAW RMSE 940 : 1605.984 

nnet 940 : 218.6414 
nnet mean 940 : 361.6406 
nnet RMSE 940 : 668.5924 

forest 940 : 613.5482 
forest mean 940 : -816.0164 
forest RMSE 940 : 2205.972 

boosting 940 : 1028.385 
boosting mean 940 : 1035.600 
boosting RMSE 940 : 2499.88 

S: 941 
raw[ 941 ]: -332.6115 
RAW bias 941 : -476.7915 
RAW RMSE 941 : 1605.167 

nnet 941 : 807.7104 
nnet mean 941 : 362.1147 
nnet RMSE 941 : 668.7556 

forest 941 : 1250.079 
forest mean 941 : -813.8208 
forest RMSE 941 : 2205.176 

boosting 941 : 2656.986 
boosting mean 941 : 1037.323 
boosting RMSE 941 : 2500.052 

S: 942 
raw[ 942 ]: 2352.124 
RAW bias 942 : -473.7884 
RAW RMSE 942 : 1606.145 

nnet 942 : 1622.039 
nnet mean 942 : 363.4522 
nnet RMSE 942 : 670.4866 

forest 942 : 657.8377 
forest mean 942 : -812.2585 
forest RMSE 942 : 2204.109 

boosting 942 : 316.9658 
boosting mean 942 : 1036.559 
boosting RMSE 942 : 2498.746 

S: 943 
raw[ 943 ]: -2708.620 
RAW bias 943 : -476.1583 
RAW RMSE 943 : 1607.714 

nnet 943 : 218.7602 
nnet mean 943 : 363.2987 
nnet RMSE 943 : 670.1688 

forest 943 : -4059.201 
forest mean 943 : -815.7017 
forest RMSE 943 : 2206.903 

boosting 943 : 1222.200 
boosting mean 943 : 1036.756 
boosting RMSE 943 : 2497.738 

S: 944 
raw[ 944 ]: -2473.08 
RAW bias 944 : -478.2737 
RAW RMSE 944 : 1608.877 

nnet 944 : 71.60723 
nnet mean 944 : 362.9897 
nnet RMSE 944 : 669.8178 

forest 944 : -4466.725 
forest mean 944 : -819.5693 
forest RMSE 944 : 2210.519 

boosting 944 : 2234.078 
boosting mean 944 : 1038.024 
boosting RMSE 944 : 2497.473 

S: 945 
raw[ 945 ]: -980.1575 
RAW bias 945 : -478.8048 
RAW RMSE 945 : 1608.342 

nnet 945 : 620.8311 
nnet mean 945 : 363.2626 
nnet RMSE 945 : 669.7679 

forest 945 : -1950.140 
forest mean 945 : -820.7657 
forest RMSE 945 : 2210.26 

boosting 945 : 1911.888 
boosting mean 945 : 1038.949 
boosting RMSE 945 : 2496.926 

S: 946 
raw[ 946 ]: -753.1263 
RAW bias 946 : -479.0948 
RAW RMSE 946 : 1607.678 

nnet 946 : -23.9193 
nnet mean 946 : 362.8533 
nnet RMSE 946 : 669.4142 

forest 946 : -3072.885 
forest mean 946 : -823.1464 
forest RMSE 946 : 2211.349 

boosting 946 : -752.5035 
boosting mean 946 : 1037.055 
boosting RMSE 946 : 2495.726 

S: 947 
raw[ 947 ]: -256.741 
RAW bias 947 : -478.86 
RAW RMSE 947 : 1606.851 

nnet 947 : 182.5361 
nnet mean 947 : 362.6629 
nnet RMSE 947 : 669.087 

forest 947 : -422.2403 
forest mean 947 : -822.723 
forest RMSE 947 : 2210.224 

boosting 947 : -5.028659 
boosting mean 947 : 1035.954 
boosting RMSE 947 : 2494.408 

S: 948 
raw[ 948 ]: -1740.190 
RAW bias 948 : -480.1905 
RAW RMSE 948 : 1606.997 

nnet 948 : 436.8338 
nnet mean 948 : 362.7411 
nnet RMSE 948 : 668.8845 

forest 948 : -114.7540 
forest mean 948 : -821.9762 
forest RMSE 948 : 2209.061 

boosting 948 : 2364.215 
boosting mean 948 : 1037.356 
boosting RMSE 948 : 2494.274 

S: 949 
raw[ 949 ]: -2363.554 
RAW bias 949 : -482.1751 
RAW RMSE 949 : 1607.982 

nnet 949 : 936.2267 
nnet mean 949 : 363.3454 
nnet RMSE 949 : 669.2224 

forest 949 : -2992.483 
forest mean 949 : -824.2634 
forest RMSE 949 : 2210.033 

boosting 949 : 480.3817 
boosting mean 949 : 1036.769 
boosting RMSE 949 : 2493.009 

S: 950 
raw[ 950 ]: 1181.176 
RAW bias 950 : -480.4242 
RAW RMSE 950 : 1607.592 

nnet 950 : 323.0741 
nnet mean 950 : 363.3031 
nnet RMSE 950 : 668.9522 

forest 950 : 373.9945 
forest mean 950 : -823.002 
forest RMSE 950 : 2208.903 

boosting 950 : 2108.402 
boosting mean 950 : 1037.897 
boosting RMSE 950 : 2492.635 

S: 951 
raw[ 951 ]: -1228.903 
RAW bias 951 : -481.2112 
RAW RMSE 951 : 1607.241 

nnet 951 : 527.0038 
nnet mean 951 : 363.4752 
nnet RMSE 951 : 668.8188 

forest 951 : -1147.427 
forest mean 951 : -823.3432 
forest RMSE 951 : 2208.055 

boosting 951 : 181.6506 
boosting mean 951 : 1036.996 
boosting RMSE 951 : 2491.331 

S: 952 
raw[ 952 ]: 1197.263 
RAW bias 952 : -479.4481 
RAW RMSE 952 : 1606.865 

nnet 952 : 526.4513 
nnet mean 952 : 363.6464 
nnet RMSE 952 : 668.6851 

forest 952 : -614.7634 
forest mean 952 : -823.1241 
forest RMSE 952 : 2206.985 

boosting 952 : 4220.481 
boosting mean 952 : 1040.340 
boosting RMSE 952 : 2493.777 

S: 953 
raw[ 953 ]: 484.8037 
RAW bias 953 : -478.4363 
RAW RMSE 953 : 1606.098 

nnet 953 : -350.0437 
nnet mean 953 : 362.8975 
nnet RMSE 953 : 668.4304 

forest 953 : 858.7212 
forest mean 953 : -821.3593 
forest RMSE 953 : 2206.002 

boosting 953 : 3345.959 
boosting mean 953 : 1042.760 
boosting RMSE 953 : 2494.823 

S: 954 
raw[ 954 ]: -3448.047 
RAW bias 954 : -481.5491 
RAW RMSE 954 : 1609.133 

nnet 954 : 324.9923 
nnet mean 954 : 362.8578 
nnet RMSE 954 : 668.1628 

forest 954 : -1041.525 
forest mean 954 : -821.5901 
forest RMSE 954 : 2205.103 

boosting 954 : 1569.830 
boosting mean 954 : 1043.312 
boosting RMSE 954 : 2494.033 

S: 955 
raw[ 955 ]: 304.1790 
RAW bias 955 : -480.7264 
RAW RMSE 955 : 1608.321 

nnet 955 : 675.6845 
nnet mean 955 : 363.1853 
nnet RMSE 955 : 668.1708 

forest 955 : -841.0628 
forest mean 955 : -821.6105 
forest RMSE 955 : 2204.116 

boosting 955 : 2282.722 
boosting mean 955 : 1044.61 
boosting RMSE 955 : 2493.821 

S: 956 
raw[ 956 ]: -435.3769 
RAW bias 956 : -480.6790 
RAW RMSE 956 : 1607.541 

nnet 956 : 240.6864 
nnet mean 956 : 363.0572 
nnet RMSE 956 : 667.8666 

forest 956 : 1159.463 
forest mean 956 : -819.5382 
forest RMSE 956 : 2203.282 

boosting 956 : 3586.097 
boosting mean 956 : 1047.268 
boosting RMSE 956 : 2495.214 

S: 957 
raw[ 957 ]: 2467.215 
RAW bias 957 : -477.5986 
RAW RMSE 957 : 1608.679 

nnet 957 : 1698.771 
nnet mean 957 : 364.4529 
nnet RMSE 957 : 669.7725 

forest 957 : 2711.349 
forest mean 957 : -815.8487 
forest RMSE 957 : 2203.874 

boosting 957 : -1704.882 
boosting mean 957 : 1044.393 
boosting RMSE 957 : 2494.519 

S: 958 
raw[ 958 ]: -847.9658 
RAW bias 958 : -477.9852 
RAW RMSE 958 : 1608.073 

nnet 958 : 588.7863 
nnet mean 958 : 364.6871 
nnet RMSE 958 : 669.693 

forest 958 : -862.9825 
forest mean 958 : -815.8979 
forest RMSE 958 : 2202.900 

boosting 958 : 120.6509 
boosting mean 958 : 1043.428 
boosting RMSE 958 : 2493.219 

S: 959 
raw[ 959 ]: -1852.573 
RAW bias 959 : -479.4186 
RAW RMSE 959 : 1608.347 

nnet 959 : -137.2308 
nnet mean 959 : 364.1637 
nnet RMSE 959 : 669.3585 

forest 959 : -4268.919 
forest mean 959 : -819.4985 
forest RMSE 959 : 2206.063 

boosting 959 : 2431.828 
boosting mean 959 : 1044.876 
boosting RMSE 959 : 2493.156 

S: 960 
raw[ 960 ]: -706.9941 
RAW bias 960 : -479.6556 
RAW RMSE 960 : 1607.671 

nnet 960 : 25.58818 
nnet mean 960 : 363.811 
nnet RMSE 960 : 669.0102 

forest 960 : -7.029944 
forest mean 960 : -818.6522 
forest RMSE 960 : 2204.913 

boosting 960 : 3416.624 
boosting mean 960 : 1047.347 
boosting RMSE 960 : 2494.296 

S: 961 
raw[ 961 ]: -507.0437 
RAW bias 961 : -479.6841 
RAW RMSE 961 : 1606.918 

nnet 961 : 591.9017 
nnet mean 961 : 364.0484 
nnet RMSE 961 : 668.9346 

forest 961 : -7738.526 
forest mean 961 : -825.8529 
forest RMSE 961 : 2217.859 

boosting 961 : 2819.082 
boosting mean 961 : 1049.190 
boosting RMSE 961 : 2494.656 

S: 962 
raw[ 962 ]: -553.2323 
RAW bias 962 : -479.7606 
RAW RMSE 962 : 1606.181 

nnet 962 : 1149.310 
nnet mean 962 : 364.8647 
nnet RMSE 962 : 669.6129 

forest 962 : -6180.483 
forest mean 962 : -831.419 
forest RMSE 962 : 2225.644 

boosting 962 : 1978.426 
boosting mean 962 : 1050.156 
boosting RMSE 962 : 2494.175 

S: 963 
raw[ 963 ]: 1036.712 
RAW bias 963 : -478.1858 
RAW RMSE 963 : 1605.695 

nnet 963 : 1249.825 
nnet mean 963 : 365.7836 
nnet RMSE 963 : 670.4759 

forest 963 : 410.8386 
forest mean 963 : -830.129 
forest RMSE 963 : 2224.528 

boosting 963 : -3578.748 
boosting mean 963 : 1045.350 
boosting RMSE 963 : 2495.546 

S: 964 
raw[ 964 ]: -2741.494 
RAW bias 964 : -480.5337 
RAW RMSE 964 : 1607.289 

nnet 964 : -29.96975 
nnet mean 964 : 365.3731 
nnet RMSE 964 : 670.1288 

forest 964 : -1676.094 
forest mean 964 : -831.0066 
forest RMSE 964 : 2224.029 

boosting 964 : 1494.269 
boosting mean 964 : 1045.815 
boosting RMSE 964 : 2494.715 

S: 965 
raw[ 965 ]: 74.91655 
RAW bias 965 : -479.9581 
RAW RMSE 965 : 1606.458 

nnet 965 : 722.0739 
nnet mean 965 : 365.7427 
nnet RMSE 965 : 670.1847 

forest 965 : 460.0833 
forest mean 965 : -829.6687 
forest RMSE 965 : 2222.926 

boosting 965 : -16.05429 
boosting mean 965 : 1044.715 
boosting RMSE 965 : 2493.422 

S: 966 
raw[ 966 ]: 469.8122 
RAW bias 966 : -478.9749 
RAW RMSE 966 : 1605.697 

nnet 966 : 457.4239 
nnet mean 966 : 365.8376 
nnet RMSE 966 : 669.9994 

forest 966 : 2511.244 
forest mean 966 : -826.2102 
forest RMSE 966 : 2223.244 

boosting 966 : -2001.174 
boosting mean 966 : 1041.562 
boosting RMSE 966 : 2492.963 

S: 967 
raw[ 967 ]: -2350.489 
RAW bias 967 : -480.9103 
RAW RMSE 967 : 1606.646 

nnet 967 : 192.9990 
nnet mean 967 : 365.6589 
nnet RMSE 967 : 669.6816 

forest 967 : -2142.734 
forest mean 967 : -827.5717 
forest RMSE 967 : 2223.162 

boosting 967 : 1705.541 
boosting mean 967 : 1042.248 
boosting RMSE 967 : 2492.277 

S: 968 
raw[ 968 ]: -146.6212 
RAW bias 968 : -480.5649 
RAW RMSE 968 : 1605.822 

nnet 968 : 1082.408 
nnet mean 968 : 366.3993 
nnet RMSE 968 : 670.2391 

forest 968 : -76.04211 
forest mean 968 : -826.7953 
forest RMSE 968 : 2222.015 

boosting 968 : -1686.467 
boosting mean 968 : 1039.429 
boosting RMSE 968 : 2491.579 

S: 969 
raw[ 969 ]: -3773.97 
RAW bias 969 : -483.9637 
RAW RMSE 969 : 1609.566 

nnet 969 : 515.6884 
nnet mean 969 : 366.5534 
nnet RMSE 969 : 670.098 

forest 969 : -2384.002 
forest mean 969 : -828.4023 
forest RMSE 969 : 2222.188 

boosting 969 : 1265.907 
boosting mean 969 : 1039.663 
boosting RMSE 969 : 2490.625 

S: 970 
raw[ 970 ]: 1170.830 
RAW bias 970 : -482.2577 
RAW RMSE 970 : 1609.175 

nnet 970 : 690.9125 
nnet mean 970 : 366.8878 
nnet RMSE 970 : 670.1198 

forest 970 : 1564.825 
forest mean 970 : -825.935 
forest RMSE 970 : 2221.610 

boosting 970 : -4923.543 
boosting mean 970 : 1033.516 
boosting RMSE 970 : 2494.356 

S: 971 
raw[ 971 ]: -1101.611 
RAW bias 971 : -482.8956 
RAW RMSE 971 : 1608.735 

nnet 971 : 186.453 
nnet mean 971 : 366.702 
nnet RMSE 971 : 669.8014 

forest 971 : -1366.581 
forest mean 971 : -826.4919 
forest RMSE 971 : 2220.899 

boosting 971 : 2590.855 
boosting mean 971 : 1035.119 
boosting RMSE 971 : 2494.457 

S: 972 
raw[ 972 ]: 1322.901 
RAW bias 972 : -481.0377 
RAW RMSE 972 : 1608.467 

nnet 972 : 560.2738 
nnet mean 972 : 366.9011 
nnet RMSE 972 : 669.6979 

forest 972 : 1592.711 
forest mean 972 : -824.003 
forest RMSE 972 : 2220.344 

boosting 972 : 829.0553 
boosting mean 972 : 1034.907 
boosting RMSE 972 : 2493.315 

S: 973 
raw[ 973 ]: -108.4155 
RAW bias 973 : -480.6548 
RAW RMSE 973 : 1607.644 

nnet 973 : 417.3492 
nnet mean 973 : 366.953 
nnet RMSE 973 : 669.4874 

forest 973 : -18.22011 
forest mean 973 : -823.1748 
forest RMSE 973 : 2219.203 

boosting 973 : 2015.389 
boosting mean 973 : 1035.915 
boosting RMSE 973 : 2492.871 

S: 974 
raw[ 974 ]: -348.8656 
RAW bias 974 : -480.5195 
RAW RMSE 974 : 1606.858 

nnet 974 : -40.50185 
nnet mean 974 : 366.5346 
nnet RMSE 974 : 669.1449 

forest 974 : 1481.448 
forest mean 974 : -820.8087 
forest RMSE 974 : 2218.571 

boosting 974 : 951.1717 
boosting mean 974 : 1035.828 
boosting RMSE 974 : 2491.777 

S: 975 
raw[ 975 ]: 719.3469 
RAW bias 975 : -479.2888 
RAW RMSE 975 : 1606.198 

nnet 975 : -55.14203 
nnet mean 975 : 366.1022 
nnet RMSE 975 : 668.804 

forest 975 : -632.0869 
forest mean 975 : -820.6151 
forest RMSE 975 : 2217.526 

boosting 975 : -4161.626 
boosting mean 975 : 1030.497 
boosting RMSE 975 : 2494.063 

S: 976 
raw[ 976 ]: 399.5839 
RAW bias 976 : -478.3884 
RAW RMSE 976 : 1605.426 

nnet 976 : 721.8987 
nnet mean 976 : 366.4667 
nnet RMSE 976 : 668.8605 

forest 976 : 806.2689 
forest mean 976 : -818.9482 
forest RMSE 976 : 2216.540 

boosting 976 : 2630.866 
boosting mean 976 : 1032.137 
boosting RMSE 976 : 2494.207 

S: 977 
raw[ 977 ]: 554.7073 
RAW bias 977 : -477.3309 
RAW RMSE 977 : 1604.703 

nnet 977 : 740.6554 
nnet mean 977 : 366.8497 
nnet RMSE 977 : 668.9379 

forest 977 : 210.6443 
forest mean 977 : -817.8944 
forest RMSE 977 : 2215.415 

boosting 977 : 2636.767 
boosting mean 977 : 1033.779 
boosting RMSE 977 : 2494.357 

S: 978 
raw[ 978 ]: 443.5118 
RAW bias 978 : -476.3894 
RAW RMSE 978 : 1603.945 

nnet 978 : 230.0554 
nnet mean 978 : 366.7098 
nnet RMSE 978 : 668.6363 

forest 978 : -329.0381 
forest mean 978 : -817.3945 
forest RMSE 978 : 2214.307 

boosting 978 : 4019.921 
boosting mean 978 : 1036.833 
boosting RMSE 978 : 2496.393 

S: 979 
raw[ 979 ]: -892.1446 
RAW bias 979 : -476.8141 
RAW RMSE 979 : 1603.379 

nnet 979 : 440.9632 
nnet mean 979 : 366.7857 
nnet RMSE 979 : 668.4433 

forest 979 : -990.7427 
forest mean 979 : -817.5716 
forest RMSE 979 : 2213.403 

boosting 979 : 190.8411 
boosting mean 979 : 1035.969 
boosting RMSE 979 : 2495.125 

S: 980 
raw[ 980 ]: -850.8775 
RAW bias 980 : -477.1958 
RAW RMSE 980 : 1602.791 

nnet 980 : 732.7083 
nnet mean 980 : 367.1591 
nnet RMSE 980 : 668.512 

forest 980 : -144.4565 
forest mean 980 : -816.8848 
forest RMSE 980 : 2212.278 

boosting 980 : 2407.882 
boosting mean 980 : 1037.369 
boosting RMSE 980 : 2495.038 

S: 981 
raw[ 981 ]: 1436.913 
RAW bias 981 : -475.2446 
RAW RMSE 981 : 1602.631 

nnet 981 : 1572.051 
nnet mean 981 : 368.3873 
nnet RMSE 981 : 670.0537 

forest 981 : 2172.344 
forest mean 981 : -813.8376 
forest RMSE 981 : 2212.238 

boosting 981 : -85.6641 
boosting mean 981 : 1036.224 
boosting RMSE 981 : 2493.767 

S: 982 
raw[ 982 ]: 3063.184 
RAW bias 982 : -471.6413 
RAW RMSE 982 : 1604.794 

nnet 982 : 1292.279 
nnet mean 982 : 369.3281 
nnet RMSE 982 : 670.9809 

forest 982 : 3618.698 
forest mean 982 : -809.3239 
forest RMSE 982 : 2214.124 

boosting 982 : -6869.187 
boosting mean 982 : 1028.173 
boosting RMSE 982 : 2502.118 

S: 983 
raw[ 983 ]: -2616.005 
RAW bias 983 : -473.8227 
RAW RMSE 983 : 1606.147 

nnet 983 : 352.448 
nnet mean 983 : 369.3109 
nnet RMSE 983 : 670.7338 

forest 983 : -840.7198 
forest mean 983 : -809.3558 
forest RMSE 983 : 2213.16 

boosting 983 : 2296.044 
boosting mean 983 : 1029.463 
boosting RMSE 983 : 2501.917 

S: 984 
raw[ 984 ]: 535.7793 
RAW bias 984 : -472.7967 
RAW RMSE 984 : 1605.421 

nnet 984 : 1123.025 
nnet mean 984 : 370.0769 
nnet RMSE 984 : 671.3481 

forest 984 : 2479.478 
forest mean 984 : -806.0135 
forest RMSE 984 : 2213.447 

boosting 984 : 2501.598 
boosting mean 984 : 1030.959 
boosting RMSE 984 : 2501.916 

S: 985 
raw[ 985 ]: 1051.611 
RAW bias 985 : -471.2491 
RAW RMSE 985 : 1604.956 

nnet 985 : 875.743 
nnet mean 985 : 370.5903 
nnet RMSE 985 : 671.5871 

forest 985 : 1655.361 
forest mean 985 : -803.5146 
forest RMSE 985 : 2212.952 

boosting 985 : -185.1896 
boosting mean 985 : 1029.725 
boosting RMSE 985 : 2500.653 

S: 986 
raw[ 986 ]: -981.9432 
RAW bias 986 : -471.767 
RAW RMSE 986 : 1604.447 

nnet 986 : 587.7643 
nnet mean 986 : 370.8105 
nnet RMSE 986 : 671.5074 

forest 986 : -2289.646 
forest mean 986 : -805.0219 
forest RMSE 986 : 2213.031 

boosting 986 : 2172.855 
boosting mean 986 : 1030.884 
boosting RMSE 986 : 2500.342 

S: 987 
raw[ 987 ]: -1431.153 
RAW bias 987 : -472.7391 
RAW RMSE 987 : 1604.280 

nnet 987 : 724.1363 
nnet mean 987 : 371.1685 
nnet RMSE 987 : 671.5628 

forest 987 : -2902.288 
forest mean 987 : -807.1467 
forest RMSE 987 : 2213.838 

boosting 987 : 1659.305 
boosting mean 987 : 1031.521 
boosting RMSE 987 : 2499.633 

S: 988 
raw[ 988 ]: -422.0674 
RAW bias 988 : -472.6878 
RAW RMSE 988 : 1603.525 

nnet 988 : 101.3556 
nnet mean 988 : 370.8954 
nnet RMSE 988 : 671.2306 

forest 988 : -2769.754 
forest mean 988 : -809.1332 
forest RMSE 988 : 2214.471 

boosting 988 : 1909.092 
boosting mean 988 : 1032.409 
boosting RMSE 988 : 2499.106 

S: 989 
raw[ 989 ]: -2795.234 
RAW bias 989 : -475.0362 
RAW RMSE 989 : 1605.176 

nnet 989 : -605.2108 
nnet mean 989 : 369.9085 
nnet RMSE 989 : 671.1672 

forest 989 : -4610.007 
forest mean 989 : -812.9763 
forest RMSE 989 : 2218.200 

boosting 989 : 2158.147 
boosting mean 989 : 1033.547 
boosting RMSE 989 : 2498.785 

S: 990 
raw[ 990 ]: -3388.697 
RAW bias 990 : -477.9792 
RAW RMSE 990 : 1607.976 

nnet 990 : 477.7382 
nnet mean 990 : 370.0174 
nnet RMSE 990 : 670.9999 

forest 990 : -4962.485 
forest mean 990 : -817.1678 
forest RMSE 990 : 2222.683 

boosting 990 : 1794.273 
boosting mean 990 : 1034.316 
boosting RMSE 990 : 2498.174 

S: 991 
raw[ 991 ]: -2846.219 
RAW bias 991 : -480.369 
RAW RMSE 991 : 1609.706 

nnet 991 : -42.36715 
nnet mean 991 : 369.6013 
nnet RMSE 991 : 670.6626 

forest 991 : -4187.095 
forest mean 991 : -820.5683 
forest RMSE 991 : 2225.539 

boosting 991 : 1842.437 
boosting mean 991 : 1035.131 
boosting RMSE 991 : 2497.599 

S: 992 
raw[ 992 ]: -869.7856 
RAW bias 992 : -480.7615 
RAW RMSE 992 : 1609.131 

nnet 992 : 284.3278 
nnet mean 992 : 369.5153 
nnet RMSE 992 : 670.3853 

forest 992 : 275.2126 
forest mean 992 : -819.4637 
forest RMSE 992 : 2224.434 

boosting 992 : 2224.646 
boosting mean 992 : 1036.330 
boosting RMSE 992 : 2497.339 

S: 993 
raw[ 993 ]: -1828.497 
RAW bias 993 : -482.1188 
RAW RMSE 993 : 1609.367 

nnet 993 : -225.0747 
nnet mean 993 : 368.9165 
nnet RMSE 993 : 670.0857 

forest 993 : -1434.484 
forest mean 993 : -820.083 
forest RMSE 993 : 2223.780 

boosting 993 : 683.0962 
boosting mean 993 : 1035.974 
boosting RMSE 993 : 2496.175 

S: 994 
raw[ 994 ]: -1400.559 
RAW bias 994 : -483.0428 
RAW RMSE 994 : 1609.171 

nnet 994 : -984.9831 
nnet mean 994 : 367.5544 
nnet RMSE 994 : 670.4768 

forest 994 : -531.1033 
forest mean 994 : -819.7923 
forest RMSE 994 : 2222.725 

boosting 994 : 2963.554 
boosting mean 994 : 1037.914 
boosting RMSE 994 : 2496.689 

S: 995 
raw[ 995 ]: -927.4374 
RAW bias 995 : -483.4894 
RAW RMSE 995 : 1608.631 

nnet 995 : 372.6762 
nnet mean 995 : 367.5596 
nnet RMSE 995 : 670.244 

forest 995 : -619.8923 
forest mean 995 : -819.5914 
forest RMSE 995 : 2221.694 

boosting 995 : 1279.759 
boosting mean 995 : 1038.157 
boosting RMSE 995 : 2495.764 

S: 996 
raw[ 996 ]: 637.2902 
RAW bias 996 : -482.3641 
RAW RMSE 996 : 1607.95 

nnet 996 : 1129.094 
nnet mean 996 : 368.3242 
nnet RMSE 996 : 670.8621 

forest 996 : 2202.474 
forest mean 996 : -816.5572 
forest RMSE 996 : 2221.675 

boosting 996 : -504.4138 
boosting mean 996 : 1036.608 
boosting RMSE 996 : 2494.562 

S: 997 
raw[ 997 ]: -12.65075 
RAW bias 997 : -481.893 
RAW RMSE 997 : 1607.143 

nnet 997 : 374.8133 
nnet mean 997 : 368.3307 
nnet RMSE 997 : 670.6306 

forest 997 : 1658.136 
forest mean 997 : -814.075 
forest RMSE 997 : 2221.182 

boosting 997 : 2488.3 
boosting mean 997 : 1038.064 
boosting RMSE 997 : 2494.556 

S: 998 
raw[ 998 ]: -2537.859 
RAW bias 998 : -483.9531 
RAW RMSE 998 : 1608.346 

nnet 998 : -385.3706 
nnet mean 998 : 367.5755 
nnet RMSE 998 : 670.4055 

forest 998 : -2796.655 
forest mean 998 : -816.0616 
forest RMSE 998 : 2221.833 

boosting 998 : 1505.211 
boosting mean 998 : 1038.532 
boosting RMSE 998 : 2493.761 

S: 999 
raw[ 999 ]: -3300.111 
RAW bias 999 : -486.7721 
RAW RMSE 999 : 1610.928 

nnet 999 : 343.5891 
nnet mean 999 : 367.5515 
nnet RMSE 999 : 670.1581 

forest 999 : -1908.495 
forest mean 999 : -817.1551 
forest RMSE 999 : 2221.541 

boosting 999 : 998.8663 
boosting mean 999 : 1038.492 
boosting RMSE 999 : 2492.713 

S: 1000 
raw[ 1000 ]: 1229.584 
RAW bias 1000 : -485.0557 
RAW RMSE 1000 : 1610.591 

nnet 1000 : 35.14112 
nnet mean 1000 : 367.2191 
nnet RMSE 1000 : 669.8239 

forest 1000 : 3357.691 
forest mean 1000 : -812.9803 
forest RMSE 1000 : 2222.967 

boosting 1000 : 1049.647 
boosting mean 1000 : 1038.504 
boosting RMSE 1000 : 2491.687 

> 
> results(s)

> 
> save.image(file="RDATA.mc2.machine1")
> 
> proc.time()
    user   system  elapsed 
21210.39    10.47 24026.13 
